{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Computing the optimal path for finding Waldo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook provides the methodology and code used in the blog post, [Here’s Waldo: Computing the optimal search strategy for finding Waldo](http://www.randalolson.com/2015/02/03/heres-waldo-computing-the-optimal-search-strategy-for-finding-waldo/).\n",
    "\n",
    "### Notebook by [Randal S. Olson](http://www.randalolson.com/)\n",
    "\n",
    "Please see the [repository README file](https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects#license) for the licenses and usage terms for the instructional material and code in this notebook. In general, I have licensed this material so that it is widely useable and shareable as possible."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the data into a pandas DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we already have all 68 locations of Waldo from [Slate](http://www.slate.com/content/dam/slate/articles/arts/culturebox/2013/11/131111_heresWaldo920_1.jpg.CROP.original-original.jpg), we can jump right into analyzing them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Book</th>\n",
       "      <th>Page</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td> 68.000000</td>\n",
       "      <td> 68.000000</td>\n",
       "      <td> 68.000000</td>\n",
       "      <td> 68.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>  3.514706</td>\n",
       "      <td>  6.058824</td>\n",
       "      <td>  6.700776</td>\n",
       "      <td>  3.875306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>  1.856756</td>\n",
       "      <td>  3.411492</td>\n",
       "      <td>  3.703276</td>\n",
       "      <td>  1.941349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>  1.000000</td>\n",
       "      <td>  1.000000</td>\n",
       "      <td>  0.625000</td>\n",
       "      <td>  0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>  2.000000</td>\n",
       "      <td>  3.000000</td>\n",
       "      <td>  3.513889</td>\n",
       "      <td>  2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>  3.000000</td>\n",
       "      <td>  6.000000</td>\n",
       "      <td>  6.694444</td>\n",
       "      <td>  3.927083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>  5.000000</td>\n",
       "      <td>  9.000000</td>\n",
       "      <td> 10.062500</td>\n",
       "      <td>  5.291667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>  7.000000</td>\n",
       "      <td> 12.000000</td>\n",
       "      <td> 12.444444</td>\n",
       "      <td>  7.708333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Book       Page          X          Y\n",
       "count  68.000000  68.000000  68.000000  68.000000\n",
       "mean    3.514706   6.058824   6.700776   3.875306\n",
       "std     1.856756   3.411492   3.703276   1.941349\n",
       "min     1.000000   1.000000   0.625000   0.333333\n",
       "25%     2.000000   3.000000   3.513889   2.250000\n",
       "50%     3.000000   6.000000   6.694444   3.927083\n",
       "75%     5.000000   9.000000  10.062500   5.291667\n",
       "max     7.000000  12.000000  12.444444   7.708333"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import random\n",
    "import math\n",
    "\n",
    "sb.set_style(\"white\")\n",
    "plt.style.use(\"tableau10\")\n",
    "\n",
    "wheres_waldo_locations = pd.read_csv(\"wheres-waldo-locations.csv\")\n",
    "wheres_waldo_locations.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the dots according to the book they came from"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first basic visualization that we can make is to plot all of the points according to the book that they came from.\n",
    "\n",
    "The dashed line in the center represents the crease of the book, as \"Where's Waldo\" illustrations always stretched over two pages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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UJFQDAEBBQjVAzeV5HmmaRp7nVbcCwAKEaoCay7Is0jSNLMuqbgWABQjVAABQkFANAAAF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\nZl+gygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b411050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12.75, 8))\n",
    "plt.plot([6.375, 6.375], [0, 8], \"--\", color=\"black\", alpha=0.4, lw=1.25)\n",
    "\n",
    "for book, group in wheres_waldo_locations.groupby(\"Book\"):\n",
    "    plt.plot(group.X, group.Y, \"o\", label=\"Book %d\" % (book))\n",
    "\n",
    "plt.xlim(0, 12.75)\n",
    "plt.ylim(0, 8)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.legend(loc=\"upper center\", ncol=7, frameon=True, fancybox=True, bbox_to_anchor=(0.5, 1.1))\n",
    ";"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kernel Density Estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we can use the [Seaborn library](http://stanford.edu/~mwaskom/software/seaborn/examples/index.html) to perform a [kernel density estimation](http://en.wikipedia.org/wiki/Kernel_density_estimation) (KDE) of the points.\n",
    "\n",
    "A KDE will show us Waldo's hot spots, i.e., where he's most likely to appear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TVUJVH0L1rNqhKqIzViOF6usnRzI/+V5mz34jo2s/kZ3xO7U3KRQiNi9v0ao1WCNPV3/x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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b3bb1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.kdeplot(wheres_waldo_locations.X, wheres_waldo_locations.Y, shade=True, cmap=\"Blues\")\n",
    "plt.plot([6.375, 6.375], [0, 8], \"--\", color=\"black\", alpha=0.4, lw=1.25)\n",
    "plt.xlim(0, 12.75)\n",
    "plt.ylim(0, 8)\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"\")\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    ";"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Genetic Algorithm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now on to the real fun! I decided to approach this problem as a [traveling salesman problem](http://en.wikipedia.org/wiki/Travelling_salesman_problem): We need to check every possible location that Waldo could be at while taking as little time as possible. That means we need to cover as much ground as possible without any backtracking.\n",
    "\n",
    "In computer terms, that means we’re making a list of all 68 points that Waldo could be at, then sorting them based on the order that we’re going to visit them. We can use a [genetic algorithm](http://en.wikipedia.org/wiki/Genetic_algorithm) (GA) to try out hundreds of possible arrangements and continually build upon the best ones. Note that because GAs are stochastic, the end result will not always be the same each time you run it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reorganize the DataFrame Xs and Ys into a lookup table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Constantly looking up values in a DataFrame is quite slow, so it's better to use a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "waldo_location_map = {}\n",
    "\n",
    "for i, record in wheres_waldo_locations.iterrows():\n",
    "    key = \"B%dP%d\" % (record.Book, record.Page)\n",
    "    waldo_location_map[key] = (record.X, record.Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Basic functions for the Genetic Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_distance(x1, y1, x2, y2):\n",
    "    \"\"\"\n",
    "        Returns the Euclidean distance between points (x1, y1) and (x2, y2)\n",
    "    \"\"\"\n",
    "    return math.sqrt( (x2 - x1)**2 + (y2 - y1)**2 )\n",
    "\n",
    "def compute_fitness(solution):\n",
    "    \"\"\"\n",
    "        Computes the distance that the Waldo-seeking solution covers.\n",
    "        \n",
    "        Lower distance is better, so the GA should try to minimize this function.\n",
    "    \"\"\"\n",
    "    solution_fitness = 0.0\n",
    "    \n",
    "    for index in range(1, len(solution)):\n",
    "        w1 = solution[index]\n",
    "        w2 = solution[index - 1]\n",
    "        solution_fitness += calculate_distance(waldo_location_map[w1][0], waldo_location_map[w1][1],\n",
    "                                               waldo_location_map[w2][0], waldo_location_map[w2][1])\n",
    "        \n",
    "    return solution_fitness\n",
    "\n",
    "def generate_random_agent():\n",
    "    \"\"\"\n",
    "        Creates a random Waldo-seeking path.\n",
    "    \"\"\"\n",
    "    new_random_agent = waldo_location_map.keys()\n",
    "    random.shuffle(new_random_agent)\n",
    "    return tuple(new_random_agent)\n",
    "\n",
    "def mutate_agent(agent_genome, max_mutations=3):\n",
    "    \"\"\"\n",
    "        Applies 1 - `max_mutations` point mutations to the given Waldo-seeking path.\n",
    "        \n",
    "        A point mutation swaps the order of two locations in the Waldo-seeking path.\n",
    "    \"\"\"\n",
    "    agent_genome = list(agent_genome)\n",
    "    num_mutations = random.randint(1, max_mutations)\n",
    "    \n",
    "    for mutation in range(num_mutations):\n",
    "        swap_index1 = random.randint(0, len(agent_genome) - 1)\n",
    "        swap_index2 = swap_index1\n",
    "\n",
    "        while swap_index1 == swap_index2:\n",
    "            swap_index2 = random.randint(0, len(agent_genome) - 1)\n",
    "\n",
    "        agent_genome[swap_index1], agent_genome[swap_index2] = agent_genome[swap_index2], agent_genome[swap_index1]\n",
    "            \n",
    "    return tuple(agent_genome)\n",
    "\n",
    "def shuffle_mutation(agent_genome):\n",
    "    \"\"\"\n",
    "        Applies a single shuffle mutation to the given Waldo-seeking path.\n",
    "        \n",
    "        A shuffle mutation takes a random sub-section of the path and moves it to\n",
    "        another location in the path.\n",
    "    \"\"\"\n",
    "    agent_genome = list(agent_genome)\n",
    "    \n",
    "    start_index = random.randint(0, len(agent_genome) - 1)\n",
    "    length = random.randint(2, 20)\n",
    "    \n",
    "    genome_subset = agent_genome[start_index:start_index + length]\n",
    "    agent_genome = agent_genome[:start_index] + agent_genome[start_index + length:]\n",
    "    \n",
    "    insert_index = random.randint(0, len(agent_genome) + len(genome_subset) - 1)\n",
    "    agent_genome = agent_genome[:insert_index] + genome_subset + agent_genome[insert_index:]\n",
    "    \n",
    "    return tuple(agent_genome)\n",
    "\n",
    "def generate_random_population(pop_size):\n",
    "    \"\"\"\n",
    "        Generates a list with `pop_size` number of random Waldo-seeking paths.\n",
    "    \"\"\"\n",
    "    random_population = []\n",
    "    for agent in range(pop_size):\n",
    "        random_population.append(generate_random_agent())\n",
    "    return random_population\n",
    "\n",
    "def plot_trajectory(agent_genome):\n",
    "    \"\"\"\n",
    "        Create a visualization of the given Waldo-seeking path.\n",
    "    \"\"\"\n",
    "    agent_xs = []\n",
    "    agent_ys = []\n",
    "    agent_fitness = compute_fitness(agent_genome)\n",
    "\n",
    "    for waldo_loc in agent_genome:\n",
    "        agent_xs.append(waldo_location_map[waldo_loc][0])\n",
    "        agent_ys.append(waldo_location_map[waldo_loc][1])\n",
    "\n",
    "    plt.figure()\n",
    "    plt.title(\"Fitness: %f\" % (agent_fitness))\n",
    "    plt.plot(agent_xs[:18], agent_ys[:18], \"-o\", markersize=7)\n",
    "    plt.plot(agent_xs[17:35], agent_ys[17:35], \"-o\", markersize=7)\n",
    "    plt.plot(agent_xs[34:52], agent_ys[34:52], \"-o\", markersize=7)\n",
    "    plt.plot(agent_xs[51:], agent_ys[51:], \"-o\", markersize=7)\n",
    "    plt.plot(agent_xs[0], agent_ys[0], \"^\", color=\"#1f77b4\", markersize=15)\n",
    "    plt.plot(agent_xs[-1], agent_ys[-1], \"v\", color=\"#d62728\", markersize=15)\n",
    "    plt.grid(False)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.show()\n",
    "    \n",
    "def run_genetic_algorithm(generations=10000, population_size=100):\n",
    "    \"\"\"\n",
    "        The core of the Genetic Algorithm.\n",
    "        \n",
    "        `generations` and `population_size` must be a multiple of 10.\n",
    "    \"\"\"\n",
    "    \n",
    "    population_subset_size = int(population_size / 10.)\n",
    "    generations_10pct = int(generations / 10.)\n",
    "    \n",
    "    # Create a random population of `population_size` number of solutions.\n",
    "    population = generate_random_population(population_size)\n",
    "\n",
    "    # For `generations` number of repetitions...\n",
    "    for generation in range(int(generations)):\n",
    "        \n",
    "        # Compute the fitness of the entire current population\n",
    "        population_fitness = {}\n",
    "\n",
    "        for agent_genome in population:\n",
    "            if agent_genome in population_fitness:\n",
    "                continue\n",
    "\n",
    "            population_fitness[agent_genome] = compute_fitness(agent_genome)\n",
    "\n",
    "        # Take the top 10% shortest paths and produce offspring from each of them\n",
    "        new_population = []\n",
    "        for rank, agent_genome in enumerate(sorted(population_fitness,\n",
    "                                                   key=population_fitness.get)[:population_subset_size]):\n",
    "\n",
    "            if (generation % generations_10pct == 0 or generation == (generations - 1)) and rank == 0:\n",
    "                print(\"Generation %d best: %f\" % (generation, population_fitness[agent_genome]))\n",
    "                print(agent_genome)\n",
    "                plot_trajectory(agent_genome)\n",
    "\n",
    "            # Create 1 exact copy of each top path\n",
    "            new_population.append(agent_genome)\n",
    "\n",
    "            # Create 4 offspring with 1-3 mutations\n",
    "            for offspring in range(4):\n",
    "                new_population.append(mutate_agent(agent_genome, 3))\n",
    "                \n",
    "            # Create 5 offspring with a single shuffle mutation\n",
    "            for offspring in range(5):\n",
    "                new_population.append(shuffle_mutation(agent_genome))\n",
    "\n",
    "        # Replace the old population with the new population of offspring\n",
    "        for i in range(len(population))[::-1]:\n",
    "            del population[i]\n",
    "\n",
    "        population = new_population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 0 best: 283.706779\n",
      "('B3P8', 'B2P3', 'B4P3', 'B1P4', 'B4P8', 'B2P12', 'B2P1', 'B5P7', 'B4P11', 'B3P7', 'B4P6', 'B5P5', 'B5P6', 'B2P8', 'B7P7', 'B5P2', 'B4P9', 'B4P4', 'B5P3', 'B2P11', 'B4P7', 'B5P9', 'B7P6', 'B2P5', 'B6P2', 'B2P6', 'B1P10', 'B1P3', 'B3P2', 'B3P3', 'B3P6', 'B4P10', 'B3P9', 'B5P4', 'B6P11', 'B4P2', 'B1P2', 'B6P12', 'B4P1', 'B6P8', 'B6P5', 'B6P1', 'B1P11', 'B3P11', 'B1P9', 'B1P12', 'B2P2', 'B2P9', 'B3P4', 'B2P7', 'B5P1', 'B7P2', 'B2P4', 'B2P10', 'B1P8', 'B4P5', 'B5P10', 'B3P10', 'B1P5', 'B5P8', 'B3P5', 'B3P1', 'B5P11', 'B7P1', 'B1P7', 'B1P1', 'B7P3', 'B1P6')\n"
     ]
    },
    {
     "data": {
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C5O+/J/vAAf02mbk5jqNH4TxxIgpHRwNGJwhCVZVTqKb/9yeITM3DRC5jy+SO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\nW8e+sH16vasapRWKxM4ok9uBR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vO3q0QUv7JQqBW0Xi9+Jqe1nMbUZlPLdZ7CHK367ehH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6mILVaoZOpeJmx07oMjOx6d0bD6dVgJE/kdIGxqyGWq3A3PZfH+dzQ9Qh8UapVYHcHCYEQZ2q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\ns1IdtGfVmC0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b396d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 1000 best: 73.095626\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B1P5', 'B3P4', 'B2P2', 'B2P8', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B5P7', 'B1P8', 'B1P3', 'B1P9', 'B4P5', 'B4P1', 'B5P2', 'B4P9', 'B4P6', 'B1P12', 'B4P11', 'B6P12', 'B5P11', 'B7P7', 'B6P1', 'B1P6', 'B1P10', 'B1P11', 'B7P1', 'B5P3', 'B2P3', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B1P2', 'B3P1', 'B7P3', 'B3P3', 'B1P1', 'B6P2', 'B2P10', 'B5P9', 'B4P8', 'B4P10', 'B2P12', 'B5P5', 'B3P9', 'B3P2', 'B2P11', 'B1P7', 'B5P8', 'B3P10', 'B5P4', 'B7P6', 'B3P6', 'B1P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B2P4', 'B6P11', 'B4P4', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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XtLOxY1r7aUxrNw29Tk+GMYOpe6bydejXGIyGErmmKBkbT15nX+RtQB0N9HV3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3VKjo+naNNmx15xp4VNeZGAO+9UpZ7UwlSGLxvOyaKTAIxtN5aHrn1IlVoURWF31m6WJS1jRdIK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\nEEIIIYRwWf8PxlsR5HLDkJQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bac48d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 2000 best: 64.163757\n",
      "('B5P1', 'B6P8', 'B7P2', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B5P7', 'B5P2', 'B1P8', 'B1P3', 'B1P9', 'B4P1', 'B4P5', 'B4P9', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B7P7', 'B6P1', 'B3P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B3P10', 'B5P4', 'B7P6', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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Zyu72AHg627BwSEPcHKwBmLLpHH9c+kvLeJpJyTAwdPFRToUnANC5jhef9agt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\nfVvqKFTsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bd83450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 3000 best: 61.888180\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B4P9', 'B5P2', 'B1P8', 'B1P3', 'B1P9', 'B4P1', 'B4P5', 'B5P7', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B1P2', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B3P10', 'B5P4', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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GjCA0NJQPP/zwuvMPb2bixIkMGDCAn376ib///psmTZpgNpvZvn07BQUFdOnShf79+wPa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\n1v8D3rvPZbpqHfkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bf6c450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 4000 best: 61.579230\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B4P9', 'B5P7', 'B5P2', 'B1P8', 'B1P9', 'B4P1', 'B4P5', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B1P2', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B3P10', 'B5P4', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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HjP6VAEhevpwzffuRc/GizsmEEDZLVSFysraQKu2SdqzhYBi4EjwqFctb2tvZ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\nfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca6f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 5000 best: 60.948624\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B4P9', 'B1P8', 'B5P2', 'B5P7', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B3P10', 'B5P4', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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4qG8TDDJPVVeVds7qjSgGA85t2mBfuzbpv/8BeXlk7NxJ7sWLuNzbHsVo1Dui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LFKFU2vqFrS0+1F6b59FOzfR+GBg9hyr36FprF6dTyaNrUXp82a4t648VU3NgieNtXRZ3qz34N/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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cd45d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 6000 best: 60.948624\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B2P7', 'B4P9', 'B1P8', 'B5P2', 'B5P7', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B3P10', 'B5P4', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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4qG8TDDJPVVeVds7qjSgGA85t2mBfuzbpv/8BeXlk7NxJ7sWLuNzbHsVo1Dui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LFKFU2vqFrS0+1F6b59FOzfR+GBg9hyr36FprF6dTyaNrUXp82a4t648VU3NgieNtXRZ3qz34N/\nP9atfn3SZ84k/ZvpKEVFZP3yK7lr1hLw2qv49e+PTq+dxXej3kjP2j1ZdHwR285uI8uUhZ9bxbiw\nztnYFBuzD8wGQI+eqp5VZUW1BOWZ84jaG8WCI/ar/ME+jmpih4lylb+waxMJ3gHwayRYTfD7s5CT\nCB1ftBe0osS0qWMvVhPOFRCfmU9wZU+1I5U7OsVJLl8rPH6c6HvtK2nVXnqJqs8OK9PXjx061HGB\nklf7doTMnu24z2YyUXj4MIX79ztWTs0JCVd9Lp2nJx5NmtiL0qZN8WjaDJfAgFL/Gq6lKDaWpHcn\nkbd5s+OYR4sWBE2YgHvDBiomu9yOxB08s+oZAN7p8A796/dXOZEozvrY9YxaPwqAl1u+zJAmNz5e\nTVzbpvhNvLv9XcdV/i56FyKbRvJ0k6dxNbiqnE5oTszfsPBR+/asAG2ehb6TQW9QN1c5sjc2k/7T\ntgLw6UPNeKBFsMqJyh+nKVZTPvuc9OnTAai7ehWutWqV2WsXNy5K7+eLV4eOmOPjKTx61LGT1BV0\nOtzq1cW9WTPHyqlbvXroDNr7QaEoCjmrVpP8/vuOVgEMBvyffJJqz4/UxM5gFpuF1vNbY7FZAGhX\nvR3f9v5W5VTiUoqi8Pjyx9mfuh8fFx9WDVwlp6RLQFpBGlN2TmFFzArHsRYBLZjQfgJhleQqf3EN\nyYdh3gDIOWu/3fg+6D8DXNzVzVVOmK02mr29ivwiK4+0rsUHA5qqHanccYpiVVEUTvXugzkuDvdm\nTanz009l+vpHGjW+4W3sDFWr2ovSpk3xaN4M9yZNMHg71y9qa24eaV99RcYPPzh6ao1BQQSOHYNP\nr17oVDyFFLkqku2Jl4/gunDRjmwRqQ27k3YzZKV9JfWZ25/hhRYvqJzIuSmKwh8n/+Dj3R+TXZQN\ngLeLNy+1fImBDQai12mnVUdoWFa8vWBNPWq/XbsTPDIfPCqpm6uceGLWDjafSCOsqhfrXu2mdpxy\nxymK1YL9+4l56GEAAse8gf/gwWX6+tcqVj3uuOP8iql91dRYo4aqxVxJKjx2jKQJEyn43/8cx7y6\ndiFo3LgyXdm+wKbYaD63uaNH71Jy8Y52jFgzgi0JW3DVu7Jy4EqqelRVO5LTOpN9hne2vcPOpJ2O\nYz1DejKm7RgCPNVtHRJOqCATFj4GsfZT1gSEw+O/gG8NdXOVA1FrT/DJ6uMA7BwbQYCvrFqXJKe4\nwCp72V/2D3Q6fPreWeav79W+3ZVtAD4+hHz7LR7Nm5V5nrLi3rAhtRfMJ+u330j56GOsWVnkbdzE\n6e33UHX4s/g//TR619LvkTuReYI/T//JX6f/KrZQFdpxLOMYWxK2ANC/fn8pVP8js83M94e+55t9\n32CymgAI8AhgbLuxRIREqJxOOC2PyvDE7/DbM3DkT0g5BDN7wRO/QbWGaqdzam3Dqjg+3hmTQb+m\n8gagJGn+/JFitZK9fDkAnq1bq3IhUsjs2RgDAy875tm6dbkuVC/Q6fVUGjiQsBXL8RvwAACKyUTq\nF18Sfd/95G27cketkpCcl8ycg3MYuGQgDyx5gO8OfkdyfnKxnyuzO7Vj1sFZAOh1egaHl+0ZkPLi\nQOoBHln6CF/884WjUH244cP8cf8fUqiKW+fiDg9+D63tF6qSHW/fPCC2mB0ixQ1rGuyHq9FeUu2U\neaslTvPFav6ePVhSUgDwvftu1XIET5uKMTAQ3flxUrnr1tkvrKogjJUrU+O996i9YD5uDezTAYqi\no4kdMpSEV17Fknrr+1DnmfNYfHIxkasi6fVLLz7Z8wnHMo857m8R0IK32r1FNY+LQ84vnP6XflX1\nxeXEObb47BPah1o+Zd8q4szyzflM2TmFQX8N4nim/XRimF8Yc++cy7h24/Bx9VE5oSg39Aa462Po\nMc5+u/AczL0PjixVN5cTc3cxcEcte/+vzFsteZpvA3C0ABiN+PTupVoOj/Bw6m/cQFFsLKf63gk2\nG2nTpxP82WeqZVKDZ4sW1Pn1FzJ+mEfqV1+h5OeTvWwZuRs3Uu3FF6n86CM3NenAbDOz7ew2lp5a\nyvq49RRaCy+7P9Q3lH5h/bgr7C5H8dOkahPH/vKyoqod3x/6HptiA+DpJk+rnMa5bIrfxKTtk0jM\nSwTOj6O6PZKnb5dxVKKU6HTQ5TX75gFLRoGlEH5+wl7EtpZ/v/9F2zr+7IjO4FhyDpl5RVT2kn+7\nJUXTF1gpZjMnOnfBeu4cXl27EHJ+dJXaEl5/newlf4JOR9iypbiFVcyxMebERJLfn0zO6tWOY+7h\n4QRNnIDH7bdf9XGKonAw7SBLTy9lRcwKMgovfxfq7+7PnXXupF9YP8KrhJebC9bKs7SCNPr+2heT\n1USnmp34uufXakdyCmkFaXy480OWxyx3HJNxVKLMHV8FiwaDOd9+u8vr0H2sbB5wk7acSOPxWfZd\n+2Y80ZLe4UEqJyo/NF2s5m7aRNywZwGoMeUD/O7TxvaappMnOX3PvaAo+N13HzWmfKB2JFXlbtxI\n0ruTMMfH2w/odFR65GEO7FpOzZP2QdRxDSsRPu9nlp1exrLTy4jJjrnsOdwN7nQP6c49YffQrkY7\nXPQuZfxViP/q3+PEvuvzHa2CWqmYSPtkHJXQnPg9sOBByE8H7ANwFHQccm/O7WM2qJvNSeQXWWg6\ncRUWm8LTnerwVj9pTyspmi5Wz44eTdbiJejc3Kj/9xZNzSuNf+FFclauBIOBuiuWqzLKSUtsBQWk\nTZ9O+qzZV90gId0HPhxoIDrI/m5dr9PTNqgt/er2IyIkAi8X9TcdEDdH5t7evNjsWN7Z9g47knY4\njsk4KqEJ6acoimqHK0WXHU7Bn+z+P1CvWSeVgjmP/tP+Zm/sOW6v6cef/yffr5Ki2bfvtsJCctbY\n52Z6d+2qqUIVoOpw+4ovVivp385UN4wG6D08CHjxRcIWL8azXbtiP6dKDrz+i5Xb/G/j1Vavsnrg\namb0nsG9de+VQtVJ7UjcccWxlPwUR0+xuMhsMzPzwEweWPKAo1AN8Ajg8+6f81n3z6RQFeqrUhej\ncuViQwAZeP/2BEv2nSWn8Cq7NQoA2tTxB+DQ2Sz5XpUgzRaruRs3YcvLA9SdAnA17o0a4d2tGwDn\nfv8dc1KSuoE0wi2sDiHfzb7qNFS9Ts+iexYxOHyw/HJ2YlmmLEZvGi1zb2/QwbSDPLr0URlHJZyW\nAoxauJeW765hyHc7+WlXLOm5JrVjaU67OvZ5qzYFdp/JVDlN+aHZaQDZf9mnAOi9vPDu2kXlNMWr\nOvxZcjdsALOZ9FmzCXpzrNqRNEGn0xHbsBK1j5277Himr55Kn09RKZUoKX8n/M34reNJyU8p9n6Z\ne3tRvjmfqL1RLDi6wDEpIcwvjIkdJnJHwB0qpxPiSofcm3O7ae9lx5IUf55XXgOgyGpj/bFU1h9L\nRa87QOtQf/o2CaJ3eBA1K3moEVlTWoZWRqez9/zujM6ge0NZlCkJmuxZtebmcqJjJxSTCb/77qXG\nFO0WOLFDh5K3dRs6NzfqrV2Dsars2HPB1jbhVM62/4LO9NXTYechlROJW5FvzufTPZ/y07GfHMe6\nBHfhcPph0grSANn29lKb4zczafskzuadBcCoNzLs9mEyjkpoXsrEOgRgn9KSgj8BE6MpstjYdjqd\nFQeTWH04ibTcoise1zTYjz7hQfQJD6JegLZa98rS3V9u5tDZbFrWrsyvIzqoHadc0OTKau66dSgm\n++kF37vuUjnNtVUZPpy8rdtQTCYy5swh4NVX1Y6kGZU+n0Lmi6MdHwvntTdlL29ueZO4nDgAPI2e\njG4zmv71+nMk44jMvb1EekE6U3ZNYXn0xXFUdwTcwcT2E2UclXAK2f1/gN+fcHwcALga9XRtUI2u\nDaox6f4m/BObyYqDSaw8lER8ZgEA++Oz2B+fxUcrj1EvwJu+5wvXJjV9eWLWTv4+ZX9T27FuVeY9\n01atL6/Uta1ThUNns9kff46CIiserjc+e1wUT3MrqxdWKgEwGrlt7z/oXLQ7xkhRFM48/gQFe/ag\n9/Sk7to1GCtXVjuWECWiyFrE1P9NZc6hOY7T2C0DWzKp4ySCfYJVTqctiqKw+NRiPt79MVkm+8g2\nGUclyjtFUTh0NpuVh+yF6/Hk3Cs+x82ox2SxXXYsyNedmYNb0aSmX1lFLTMrDiYxfN4eABY805YO\n9eSM663SVLF6WaF6njEwkOBpU/EID1cp1fXlbt5CXGQkAFWfe45qo+RKaOH8jmUcY8yWMZzIPAGA\nq96VUS1G8UTjJ6Tw+pfY7Fje2f7OZdMRIkIiGNNmDIFegSomE6JsnUrNPV+4JrMv7tw1PzfI153t\nY8vfBYYZeUW0eNe+Wc4LEfV5qVcDlRM5P00Vq0caNbZ3Jf+LMTCQ+hs3lH2gG6QoCjEPPkThwYPo\nfX2pt3YNBh/Zx1s4J4vNwpxDc5j6v6lYbBYAGvk3YnLnydStVFfldNpitpmZe2guX+/72nGVfzWP\narzZ9k0iape/X8JC3IzErAJWHUpmwpLir1fw9TDyz7heGA3l781v7882cjw5l3Zh/vw4rL3acZxe\n+fsbogKdTkfVEcMBsGVnk7lgocqJhPhvzmSfYfCKwXzxzxdYbBYMOgMjmo1g/t3zpVD9l0Nph3h0\n6aN8/s/njkL1oQYPsfj+xVKoCgFU9/NgcIdQOl3lNHh2gYU+n29ixcFENLRuViIuzFvdG3sOk8Wq\nchrnp6li1av9lcPkDVX8CZ42VYU0N8e7e3fcGjYEIGPOHGz5+SonEuLG2RQbC48uZOCSgexP3Q9A\nHb86zLtrHs81f062v71EvjmfD3d9yGN/PcaxzGOA/Xv1fd/veav9W/i4ylkVIS4175m2BPm6O277\nebhQ3c9++1RqHsPn/cP907ay9fwFWOVBm/PzVk0WG/vjs1RO4/w0VayGzJ6NMfDy/i6XmsG433ab\nSolunE6vd+xqZc3MJPPnn1VOJMSNScpL4tnVz/L+jvcptBYC8ETjJ/i53880qdpE5XTasiVhC/0X\n9+eHwz9gU2wY9UZGNBvBL/f8QovAFmrHE0KzZg5uRZCvO0G+7sx/pi3rX+3Gm3c1opKn/Y3wvrhz\nPPbtDp6YtYODCc5f3LU9v7IK9nmr4tZoqmcVoODQIeKfG4ktN9exg1XgW+PwHzRI5WTXp1itnO53\nD0XR0RirVaPumtXo3dzUjiVEsRRFYenppUzeMZkccw4ANbxqMKnTJFoHtVY5nbakF6Tz4a4P+Sv6\nL8exOwLuYEL7CdIeIcQtyC40M2PjaWZtiabAfPF0eb+m1Xmld0PqVHXerbi7fbSemPR8ujSoxtyh\nbdSO49Q0V6xeYCso4PQ992KOj0fv5UXYX8twCdT+VbXn/viDxDfGABA0YTyVH31U5URCXCmjMIN3\nt73Lmtg1jmP96/Xn9dav4+1acYd5A0SuinRc1d+2elv6hfXjo90fyTgqIUpRSk4hX607yYIdsVhs\n9rLEqNfxcOtajIqoT+AlbQTOou17a0jOsfezd6xbhfmRV7Y6ihuj2WIVIHfzZuIihwHg07s3wV9+\noXKi61PMZk7deRfm+HiMNapTb8UKdK6yW43QjnWx63h729tkFNpPTVVxr8LEDhPpVqubusE0IHJV\nJNsTt1/1fhlHJUTpOpOex6erj7P4f2cdx9xd9AzpWIfhXevi5+Ec/fOPz9zBlpOX9+CW59mypc0w\nceLEiWqHuBrX2rUpOh2N6cQJik6dwr1xOG516qgd65p0BgM6N3dyN2zAlpOLS3Aw7o0bqx1LCHKK\ncnh327t8/s/nFFjsO870qt2LaT2n0ahKI5XTacO4LeOKPa5Hz6fdPuW55s9V+JVnIUpTJU9X7mxS\nnV6NAzl7roCY9HwsNoXdMZks3BmLTgdNavppftzVK4v2XXEs12Rh3dEUnuksO9ndLG3/3wYCx7yB\n3tcXgKRJ7zr6WLXMr//9jgvF0mbMQLFYVE4kKrqdiTsZsGQAi08tBsDH1YfJnUfgIaMAABeVSURB\nVCfzSddPqOwuO65dTxWPKvSs3VPtGEJUGOE1/JgzpA0/DmtHi5BKAGQVmPlg+VG6frSehTtjsVht\n13kWUV5oemUVQO/lhcHXz7FSqZjNeHfqqHasa9IZDOgMBvI2b8aWlYVrnTDcG8oOFqLsFVgK+GT3\nJ0zaMYlcs30bxPbV2/NNr29oEdgCnU6nckJtWRmzkkxT5mXHAjwD+CriK6p5VlMplRAVV3BlTx5q\nVYsmNf04lpRNel4ReSYra4+ksHR/IlW93agf4K25n2UrDiaRllt02bELbQABTth/qzZN96xeoNhs\nnBn0OAV794LBQJ1FP2v+1LqtoICTPXthTU/HtV5dwpYsQafX/EK2KEcOpB5g7JaxxGTHAOBh9OCV\nlq/wUMOHNPeDXQv+Ov0XY7aMwaZcXK0J8Axg7YNrVUwlhLjAalP4fW8Cn60+TsK5Asfx22v6Mbrv\nbXSqX/zmA2Vty4k0hs7ZRdElK7/ldWvZsqL5lVWw7xDl3vR2zi36BaxWCg8dptKAAZou/nQuLqDY\nyNu6DWtGJm4NG+JWV0bciNJntpr5et/XvPX3W45VwmbVmjG913Q61uwohWoxVp9ZzRub38Cm2HAz\nuOHr6ouvmy9RPaJkRVUIjdDrdDSu4cugtiFU9nLlYEIWBWYrKTkmftubwO6YTOoFeKs6OWDPmUyG\nztlFocWGUW/fAKGSh6usqN4ip1hZvSDl089InzEDgMA338T/icdVTnRt1tw8TkZEYMvKwq1xI+r8\n+qsUCqJUncw8ydgtYzmScQQAo97IyOYjGRI+BIPeoHI6bdoQt4GX1r+ERbHgbnBnWs9pMmdWCCeQ\nU2hm5uZoZm4+TV7RxRmtd90exCu9G1K3WtleDHn4bDaPzNhGdqEFvQ6iHm3B3U2rl2mG8sqpilVb\nYaF99mpcnH326rKluAQFqR3rmlKnTiUt6isAak3/Bu+uXVVOJMojq83KD4d/IGpvFEU2e59Ug8oN\neL/T+zT0b6hyOu3amrCV59c9j9lmxlXvSlREFB1qdFA7lhDiJqTlmvhq3Unm7ziD2WovaQx6HQ+1\nCuaFiAYE+ZX+imZ0Wh4PfrPV0ac6ZcDtPNw6pNRft6JwqmIVIHfL38Q98wwAPr16ERz1pcqJrs2a\nlcXJHhHY8vLwaNaM2j8ulNVVUaLicuIYt2Uc/6T8A4Bep2dok6GMaDYCV4PM+L2aXUm7GLFmBCar\nCaPeyOfdPqdrLXkzKYSzisvI57PVx/n9fwlcqGzcjHqe6hjKiK51qeRZOj8Pz54r4MFvtjn6aMfd\n3UjGU5Uwp+hZvZRrSAhFMWcwHT9O0enTuDdurOnZq3p3d2x5eRTs2YMlORnP1q1wDQ5WO5YoBxRF\n4ZcTv/DC+heIy4kDIMQnhKgeUdxf73457X8Ne1P2MmLNCAqthRh0Bj7u+jE9QnqoHUsIcQv8PFzo\n0ySIvk2CSMoq5HRaHlabwp4zmczfEYuiQJOavriU4IzWtFwTj87YTmxGPgCjIuozsnu9Ent+Yed0\nK6sAlrQ0Tt11N7bsbIxBQYQtXYrBW7v7B1syMjjZIwKlsBDPtm2p/f0ctSMJJ5ean8r4rePZkrDF\ncezhhg/zcsuX8XTxVDGZ9h1IPUDk6kjyzHnodXo+6PwBd9a5U+1YQogStismgynLj7L7zMVxdNV8\n3Hghoj4Pt651y0VrVoGZR2ds53BiNgBPdQhlwj2N5expKXC6lVUAvacnhkqVyF2/HltuLorJhHfn\nTmrHuiq9hwfWzHMU7NuHOSEBrw4dcKkuTdfiv1kRvYKR60ZyIvMEYB+v9GnXTxnUeBAuBufYilAt\nRzOOErk6klxzLjp0TOo0iX5h/dSOJYQoBTUrefBgq2CaBvtxLCmH9Lwi8ousrDuawp/7zlLlFma0\n5hdZeOq7XeyPzwJgYMtgJt3fBL1eCtXS4JQrq3B+9uoTT1KwZw/o9YQu+hmP8HC1Y12VOTmFUz17\nopjNeHXpTMj5qQZC3KgsUxbvbX+P5THLHcf6hfXjjTZv4Ocme01fz4nMEwxdOZRzpnMAjG8/ngcb\nPKhyKiFEWbDaFJbsS+CTVceJz7w4ozW8hi+v972NLvWr3nDRarJYeeb73Ww+kQZA3/AgvnrsDs1v\nAevMnLZYBTCdPMnp/g+A2Yx7eDihP/2IzmhUO9ZVJb79NucW/ghA6C+/4NFEu8W10JbN8ZuZsHUC\nqQWpAFRyq8T49uPpVbuXysmcQ3RWNENWDCG9MB2AN9q8waBGg1ROJYQoayaLlYU7Yolad5L0vIs7\nTLUL82d039u4I+Ta209brDb+b+Felh9MAqBz/arMHNwKN6NcI1CanLIN4AKjvz9KkYmC3XuwpKZi\nqFQJj2bN1I51VW716pO5YAHYbFgzM/C96y61IwmNyzfn8/7O9/lo90fkW+wN/N2Cu/F1r6+5vert\nKqdzDnHZcQxdOZS0QvsqyCstX+HJ8CdVTiWEUINRr6d5SGUGtauNm9HAwYQsiqw24jML+GlXHEcS\ns2lU3Qd/L7crHmuzKYz+7QBL9p0FoGXtysx+qjUeLtpdJCsvnHplFc7PXr3vPsxnYtF7etpnr2q4\nH/Ts2DfJ+u03AOosWYx7gwYqJxJatSd5D29ueZOE3AQAvFy8GN16NPfXu18a+G/Q2dyzPLXiKRLz\nEgF4vvnzPNvsWZVTCSG0Ij3XxLQNp/hh2xnH9qh6nb0H9cWeDahRyQOwT195+8/DzNkaA0Dj6r4s\nHNYOPw+5TqAsOH2xCpC3dSuxQ5++eECnw6t9O0Jmz1Yv1FWYoqM5fXc/sNnwvftuan7ysdqRhAZE\nropkR+IOAFoHtaZxlcZ8f+h7FBTHsUkdJ1HDu4aaMZ1Kcl4yT614ivjceAAib49kVItRKqcSQmhR\nfGY+n685wW//xGM7XxW5GvVU83bl7LlCLi2Uwqp68fPw9lT1vnL1VZSOclGsAhzv1BlrWtplx4yB\ngQRPm6q5C68SXnmV7GXLQK8nbNlSTc+JFaUvclUk2xO3F3ufm8GNF1u8yGONHkOvk+b9G5VWkMaQ\nFUOIyY4BYHDjwbzS6hVZkRZCXNPx5Bw+WnmM1YeTi71fr4NZg1vT/baAMk5WsZWb337W9PQrjlmS\nk4l/bqQKaa6tyrPD7B/YbKR/O1PdMEJ1F1ZU/82oN/LzPT/zeOPHpVC9CZmFmUSuinQUqo80fEQK\nVSHEDWkQ6MO3T7bi1xHFb7tsU2DMbwfKOJWQ34AqcG/QAJ9e9qu4s5YsoSg+QeVEQosqu1UmzE+2\n7LsZWaYshq0exslzJwEYUH8AY9qOkUJVCHFTWtaujPzY0I5yU6x6tW93xbELbQBaVGX4+Ys8LBbS\nZ8nqakXWtnrbYo+7Glw5nnm8jNM4r9yiXIavHs7RjKMA3BN2D2+1e0tWpYUQ/0nHulWvOBbk687M\nwa1USFOxlZueVYDjHTpizcgAwFCpEg22b1M50bXFPvsseRs3oXNxoe6aNbgESg9MRRWxKIKU/BQA\nXPQumG1mAFz1rrze+nUeaviQrA5eQ745n+FrhrM3ZS8AfUL78EHnDzDqZaSMEOK/a/f+WpKyCwF7\nobp9bITKiSqmcrXkEPDaa46Pq47UXq/qv1UdPhwAxWwmQ4OTC0TZieoRRYBnAAGeAcztO5fnmj2H\nXqenyFbEpB2TeHnDy2SZstSOqUkFlgKeX/e8o1DtXqs7kztPlkJVCHHLZg5uRZCvu6yoqqxcrawW\n7NtHzMOPAFBrxnS8u3RROdH1nXlqCPnbt6Nzd6feurUY/f3VjiQ0YnfSbkZvHu1Yca3uVZ0pXaZw\nR8AdKifTDpPVxKh1o9h6disAnWp24ovuX+BqcFU5mRBCiJJSrlZWnZFjdbWwkIw536ucRmhJq6BW\n/HrPr3QL7gZAYl4iQ1YMYcb+GVhtVnXDaYDZaubVDa86CtV21dvxWbfPpFAVQohyRopVlXm2bYPH\nHfaVssz587GeO6dyIqElldwr8WWPL3mjzRu46F2wKlai9kYxbPUwx4prRWSxWRi9eTQb4jcA0DKw\nJV90/wJ3o7u6wYQQQpQ4KVZVptPpqDrCvrpqy8sjY958lRMJrdHpdAxqNIj5d80n1DcUgJ1JOxm4\nZCCb4jepG04FVpuVN7e8yeozqwFoWq0pUyOm4uniqXIyIYQQpUGKVQ3w6twZ98aNAcj44Qesubkq\nJxJa1KhKI37q9xP31b0PgExTJiPXjuSjXR9htppVTlc2bIqNCVsn8Ff0XwA0rtKYr3t+jZeLl8rJ\nhBBClBYpVjVAp9NR5cLqalYWmQsXqpxIaJWniyeTOk1icufJeBrtK4lzD8/l8eWPE5sdq3K60qUo\nCpO2T2LxqcUANKjcgOk9p+Pr6qtyMiGEEKVJilWN8ImIwK1+PQAyvpuDraBA5URCy/qF9ePne36m\ncRX7ivzh9MM8+OeDLD29VOVkpUNRFD7c9SGLji8CIMwvjBm9ZlDJvZLKyYQQQpQ2KVY1QqfXU+VZ\n++qqNSODc4sWqZxIaF1t39rMu3MeTzZ+EoB8Sz5jNo9h3JZx5JvzVU5XchRF4bN/PmPekXkAhPiE\nMLP3TKp4VFE5mRBCiLJQruasRj/4EIUHDgDg1qgRYb//pnKim6NYrZy+626KzpzBGBBA3TWr0bvK\nGB5xfZviNzFuyzgyTZkAhPqG8lHXj7jN/zaVk926af+bxtf7vgagpndN5vSdQ5BXkMqphBBClJVy\ns7IaO3Soo1AFMB05womu3Sg4dEjFVDdHZzBQZdgwACwpKWT99rvKiYSz6BLchV/u/YU2QW0AiMmO\n4bFljzH/yHyc+f3ozAMzHYVqoGcgM3vPlEJVCCEqmHKzsnqkUWMo5kvR+/gQHPUlrqGhGAMDNb+/\numI2c7JPHyxnE3GpWZO6K5ajc3FRO5ZwElablVkHZzHtf9OwKvaNA7rV6sa7Hd51uv7OuYfm8tHu\njwCo6lGVOX3nUNu3tsqphBBClLVyX6xeSufpiWtobdxC6+AaGoprnTr2P6GhGLy1M/omc+FCkt5+\nB4DqkydTqf/9KicSzmZvyl5GbxpNYl4iYF+V/KDzB7QKco69rX88+iPv7XgPAH93f2b3mU3dSnVV\nTiWEEEIN5aZYjR06lLyt2/7z443VqjkKV3sRG4pbnTq41KyJzmgsuaA3wGYycapnLyypqbiGhhK2\nbCk6g6FMMwjnl2XKYsLWCayNXQuAXqdneNPhDGs6DINeu3+ffj/xO+O3jgfAz82PWb1n0dC/ocqp\nhBBCqKXcFKsAJ7p2w5KcDIAxMJB669dhSUrCFB1NUXQMRTExFEVHUxQdjTkx8borsQC4uOBaq9b5\nQrY2bhdWY+vUwVC5cqm1FaTPmUPKB1MAqPnpJ/jedVepvI4o3xRF4edjP/Phrg8pshUB0CqwFZM7\nT9Zk7+fS00sZu3ksCgreLt7M7DOT8CrhascSQgihonJVrBYcOkT8cyMBCJ42FY/wq/+SsxUWUnQm\n1l68xtiLWdP5/9qys2/o9fS+vvYV2FD7Sqxr6PlCtnYIevdb26Pclp/PyYieWDMzcatfnzqL/0Cn\nLzfXw4kydizjGK9vep3TWacB+4rlpI6T6Farm7rBLrEyZiWvb3odm2LD0+jJjN4zaFatmdqxhBBC\nqKxcFaslQVEUrBkZjlVYU3Q0RTFn7EVtXByYb2BbS50Ol+rVL+uJvdBWYAwKuuGiM236DFI/+wyA\n4Klf4RMRcQtfmajo8s35TNk1hd9OXBzpNqjRIF5u+TKuBnVHpK2PXc/LG17GoljwMHrwdc+vaRnY\nUtVMQgghtEGK1ZugWCyY4+MxxcTY2wqiox1FrSU19YaeQ+fujmvt2hf7Yi+50Mvg43PZ51pzcznZ\nI+LiSq9Oh1f7doTMnl3CX5moSJZHL+ftbW+TZ84DwMvoRb7FvolA2+pt+bb3t2WaZ0vCFkatG4XZ\nZsZV78rUnlNpV71dmWYQQgihXVKslhBrbu7lfbEx0faiNuYMSv6N7SZkqFLFsQLrer61IGnCxCsK\nYWNg4HXbHIS4lricOEZvGs2BtANX3BfgGUBUjyjHVq6laXvidp5f+zwmqwmj3siX3b+kc3DnUn9d\nIYQQzkOK1VKmKAqW5GTHKuylF3uZExLAZvtPz2sMDKT+xg0lG1ZUKGarmRbzWhR7X4BnAGsfXFuq\nr78neQ8j1oygwFKAUWfkk26f0COkR6m+phBCCOdTtjOZKiCdTodLUBAuQUF4tW9/2X02kwlzbOzl\nfbHni1rruXMqJRYVhYvBBR06FMr+/eq+1H08t+Y5CiwF6HV6JneZLIWqEEKIYkmxqiK9mxtu9evj\nVr/+FfdZMjMpio4hcfx4ik6evOy+C20AQtyqttXbsj1x+2XHLrQBlJbD6YcZsXoE+ZZ8dOiY1HES\nfUP7ltrrCSGEcG7SBuAE/j0/Vk7/i5IUsSiClPwUx+3VA1eX2gzW45nHGbpyKFmmLAAmtp/IgAYD\nSuW1hBBClA8yuNMJBE+bijEwUFZURamI6hGFv7u/4/aGuA2l8jqnz50mclWko1Ad23asFKpCCCGu\nS1ZWhRDYFBu9FvUipSCFDjU6ML3X9BJ9/tjsWJ5a8RSpBfbJFq+2epXB4YNL9DWEEEKUT7KyKoRA\nr9M7drPambSTnKKcEnvuhNwEnl71tKNQHXXHKClUhRBC3DApVoUQAHQP6Q6AxWbh74S/S+Q5k/KS\neHrl0yTlJQHwbNNniWwaWSLPLYQQomKQYlUIAUCboDZ4Gj0BWB+3/pafLzU/lWdWPUNCbgIAQ8KH\nMLL5yFt+XiGEEBWLFKtCCABcDa50rNkRgM0JmzHbzP/5uTIKM4hcFcmZ7DMADGo0iJdavoROpyuR\nrEIIISoOKVaFEA7da9lbAXKKctiTvOc/PUeWKYvIVZGcyjoFwIMNHmR069FSqAohhPhPpFgVQjh0\nCe6CQWcAYH3szbcC5BTlMGz1MI5nHgfgvrr3Ma7dOClUhRBC/GdSrAohHPzc/GgZ2BKw963ezGS7\nPHMeI9aM4HD6YQDuDL2Ttzu8jV4nP2aEEEL8d/JbRAhxmQutAIl5iY4V0uspsBQwcu1I9qXuA6Bn\nSE/e6/weBr2h1HIKIYSoGKRYFUJc5sK8VYB1ceuu+/kmq4lR60Y5ely7BHfhwy4f4qJ3Ka2IQggh\nKhApVoUQlwn2CaZ+5frA9ftWzVYzL61/ie2J2wFoX709n3b7FBeDFKpCCCFKhhSrQogrXGgFOJJx\nxDHQ/9/MNjOvbXqNzQmbAWgV2IovenyBm8GtzHIKIYQo/6RYFUJcoUetHo6Pi9sgwGqzMnbzWNbG\nrgWgebXmTI2YiofRo8wyCiGEqBikWBVCXKFxlcYEeAYAsCFuw2X32RQb47eOZ0XMCgDCq4Qzrec0\nPF08yzqmEEKICkCKVSHEFXQ6naMVYGfSTnKKcgBQFIV3tr3DklNLAGhYuSHTe03Hx9VHtaxCCCHK\nNylWhRDFulCsWmwW/k74G0VR+GDnB/x64lcA6vrVZUbvGfi5+akZUwghRDlnVDuAEEKbWge1xsvF\nizxzHuvi1nEo/RALji4AINQ3lJl9ZuLv7q9ySiGEEOWdFKtCiGK5GlxxM7iRZ85jefRyx/Ga3jX5\ntve3VPWoqmI6IYQQFYW0AQghihW5KpKMwozLjul1et5o8wZBXkEqpRJCCFHRSLEqhCjWjsQdVxyz\nKTbe3f6uCmmEEEJUVFKsCiGEEEIIzZJiVQhRrLbV215xLMAzgKgeUSqkEUIIUVHpFEVR1A4hhNCm\niEURpOSnAPZCde2Da1VOJIQQoqKRlVUhxFVF9YgiwDNAVlSFEEKoRlZWhRBCCCGEZsnKqhBCCCGE\n0CwpVoUQQgghhGZJsSqEEEIIITRLilUhhBBCCKFZUqwKIYQQQgjNkmJVCCGEEEJolhSrQgghhBBC\ns6RYFUIIIYQQmiXFqhBCCCGE0CwpVoUQQgghhGZJsSqEEEIIITRLilUhhBBCCKFZUqwKIYQQQgjN\nkmJVCCGEEEJolhSrQgghhBBCs6RYFUIIIYQQmiXFqhBCCCGE0CwpVoUQQgghhGb9PxPQJ8jpzvSf\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cdef210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 7000 best: 60.934271\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B4P9', 'B2P7', 'B5P7', 'B5P2', 'B1P8', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B3P10', 'B5P4', 'B2P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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dUxdTtIxn8/46dpGFu2IBaFi1LF3rVdI4kQApVm/LuVo1ghcvxrVuXQAyDh/m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\nCM2SYlUIIYQQQmiWFKtCCCGEEEKz/h/xvKjigNo4ygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cdef550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 8000 best: 60.772526\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B4P9', 'B2P7', 'B5P7', 'B5P2', 'B1P8', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B7P6', 'B5P4', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B2P4', 'B3P10', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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udd3LdltHe6M9XWt3JSU3hWNJx8gyZbHm7Br8nP0I8Qgp03OJitHrnpos2xtD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uBrgtespvzoV9DkbfpK+XklFx99jGsrV6KYzUUd/b7otXq6VLWsDuy9speUnBSVE4l/Y1bMLDpu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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bf24e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 9000 best: 60.709435\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B2P9', 'B4P7', 'B4P9', 'B2P7', 'B5P7', 'B5P2', 'B1P8', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B1P6', 'B2P3', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B2P4', 'B7P6', 'B5P4', 'B3P10', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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VU+V2zmphFBsbnJs1w75GDVK3/wnZ2aTt3o3h4kVcHm+BotdrHVEIYeX2x+9n\n2O/DiE6JBqC+V33mPjWX2hWLd1tHB70D7Wu0JykriRPXT5BuTGfthbX4uvgS5BFUrO8lSkf3R6qy\nfF8MqVlGAHJ/rzEYTfx2LJ4ngyvLnMsiGPvzccIjbwDwfqcHefwBL40TCRlZLYRb+/YELPsevW8V\nAFJ+/ZXofv3JvnxZ42RCCGtlNptZcnIJQzcN5Uam+oOy1wO9mP/UfCo7VS6R97S1seW9pu8xtulY\n9Ioeg8nAmJ1jmHJgCjmmnBJ5T1Gy5g5siP7WKGCzGp6816EOANfTDITN2cv5K6laxrN4f5y+wooD\nsQA0r+VJv8bVNU4kQIrVO3KoU4fAVatwatgQgMwTJ4js0ZP0gwc1TiaEsDYZxgze3vE2n+7/lBxz\nDnY2dox7dBxjm43FVmdb4u/fK6gX37b9Fnd7dwDmn5jPy1tfJtUghU1ZE+LnTg0vZwDcHW0Z0qIG\nbz0dDMC11Cz6zgkn8lbPUJFfcno2b68+CoCLvZ7P5Pa/xZBi9V/oPTyoPn8eFfv2BSDn+nWinx9E\n4ooVGicTQliLmJsxDFg/gPWR6wHwcfZh4TML6Va7W6nmaFylMcs6LKNWhVoA7IjbQb/1/biYcrFU\nc4ji98ITNXm9rbpL45WbasF68Xq6xqksz4e/niAhJQuAsR3r4FfBUeNEIpcUq/9BsbXF5/2x+Hw8\nDmxtITub+Pc/4PJHH2E2GLSOJ4Qow3bF7aLP2j6cSVR3lGrk04jlHZYTUilEkzzVXKux+JnFPFH1\nCQAikiMIWxdG+OVwTfKI4vNy69qMbK3Oe76cnEnYnHBiE6VgzbXxRDw//RUHQKsgL3o1rKZxInE7\nKVaLqGLPnvgvXICukrraMmnZci4O/h/G69c1TiaEKGvMZjNzj83lhc0vkGJQV2kPrDuQ2W1n4+no\nqWk2FzsXvmz1Jf8L+R8AKYYURvw+gu9PfS+dUcq4V9vU5oUnagIQl5RB2JxwLiVJj90baQbe/ekY\nAG4OeiY9W082yrAwUqzeBadHHiFw1UocQtRRj/QDB4js0ZPMkyc1TiaEKCtSDam8uu1Vph2ahhkz\njnpHPnv8M0Y3Go3exjI6juhsdLzS4BUmtpiInY0dOeYcJu6byLjwcWTnZGsdT9wjRVF486kghrZQ\nN8GJuZFB3znhxCdnapxMW2N/Ps61VPVO6UddHsRbdvuyOFKs3iVbHx/8lyzGrXMnAIyXLxPVtx/J\n69ZpnEwrdpsgAAAgAElEQVQIYekikiPou74vWy5uAaCqS1UWP7OYZwKf0ThZ4TrW6MjCZxbi5ai2\n7ll1dhXDfh9GYmaixsnEvVIUhTHt6zCoeQAAUdfT6TsnnCs3y2fB+uuRS6w7pnb6aVfXm64P3d3O\ncKJ0SLF6D2wcHPD99FMqv/UW2Nhgzszk0uujufLFFMw50u5FCFHQlotb6LuuL5HJkQA85vcYyzsu\nt/iepiGVQljecTkhnuodpQMJBwhbF8bZxLMaJxP3SlEU3u9YlwFN/QGIuJZGvzl7uZaapXGy0nXl\nZiZj1xwHoKKTLRO6hcrtfwslxeo9UhQFz0HPU23ObGzc1XYv1+fMIeaFF8hJkZ1ChBCqHFMO0w9N\n55U/XiEtW20ZNLzecL568qu8VlGWrrJTZeY/PZ/2ge0BiEuNY8D6AWy9uFXjZOJeKYrCR50fJKyx\nupDo3JVU+s/dy4208rFw2Gw2M2b1cZLS1Wkt47uG4uUqGyZYKilW75NL8+YErvgBu1rqpPW0P3cQ\n1as3WRERGicTQmgtOSuZF7e+yJxjcwBwtnVmWqtpvPTwS+hsdBqnuzsOegcmtZjEqEdGoaCQbkxn\n1B+jmHN0jiy8KqNsbBQmdA2lR4OqAJyOv0n/uXtJSrf+gnX1oTg2n0oAoGO9KnSoV0XjROLfSLFa\nDOz8/QlY/gMubVoDYIiKIqpXb27+8YfGyYQQWjlz4wx91vZhV9wuAGq412BZh2U8Wf1JjZPdO0VR\nGBI6hOlPTsdJ7wTA9L+m89aOt8g0ls85j2WdjY3Cp8/Wo9vD6lzNk5dTGPDdPpIzrHch3eXkDD78\n9QQAlVzs+biLNq3iRNFJsVpMdC7OVJ0+nUovvgiAKTWV2P97kWuzvpVRByHKmfUR6+m/vj+xqeq2\njW2qt+H7Dt8T6B6ocbLi8US1J1jSfgl+LmqB81vkbwzcMJCEtASNk4l7obNR+LxHPTrV9wXgWFwy\nA+ft42am9RWsZrOZt348xs1MIwATu4dS0dlO41Tiv0ixWowUGxu8Xn4Jv+nTUJycwGzm6pdfEvfa\na5jSpfmyENbOaDLy2f7P1JHGnEwUFEY9MoopT0zB2dZZ63jFqnbF2izrsIxGPo0AOHn9JH3W9eHo\n1aMaJxP3Qq+zYUqv+jwT4gPA4Zgknp+/n7Qso8bJitfy/TH8efYqAN0f8aNtXW+NE4mikGK1BLi1\na0fAsmXYVlXnAd38bQNRffthiI3TOJkQoqRcz7jOsN+HsfjkYgDc7d2Z1WYWQ0KHWO0K44oOFfm2\n7bf0eqAXANcyrjFowyB+vfCrxsnEvbDV2TCtz8O0qaMWcAejExm0YD/pBusoWGNupDN+rdoX3cfN\ngQ86PahxIlFUUqyWEIegBwhYuQKnZk0ByDp9mqiePUnbu0/jZEKI4nbs6jF6r+3N/vj9AAR7BLO8\nw3Ie9XtU42Qlz9bGlrHNxvJuk3fRKToMJgNjdo5hysEp5JiklV9ZY6e34et+D9MqSO2tuy/yBkMW\nHiDDULb/Lk0mM2+uOkrarc9j0rOhuDvaapxKFJUUqyVIX7Ei1efMwWPgQAByEhO5OHgwN5YulXms\nQliJ1edWq/M102+tLK7RkUXPLKKqa1WNk5WuPsF9+Lbtt3ntuOYfn8/IP0aSakjVOJm4W/Z6HTP7\nN6BFbXV78d0XrjNs8QEys8tuwbo4PJo9Eer26GGNq/FEUGWNE4m7oZilaioVST/9TPwHH2A2qC1B\n3Hs8i8/772NjJxO7hShLhi5szF6zOgfdS9FzBfUHuE7R8UajN+gb3Ndqb/sXRUxKDC9vfZkLyRcA\ntQvCjCdnUN2tusbJyo92U7dzNiGVZ0J8mNm/wT2/TmZ2DoMX7Gf3BbXIeyLIi28HNMBeX7barkVd\nS+OZaTvIyM7Br4IjG199HBd7y9jaWBSNjKyWkgrduuK/ZDH6yupvc8mrfuTicwPJvnJF42RCiKIa\nurAx4WRgVhTMipJXqLrpnZnbbi796vQr14UqQDW3aixpv4SWVVsC6hazXX7uQr2F9ai3sB5DNw3V\nOKEoKgdbHXMHNqRxoAcA285c5cWlhzAYTRonK7ock5nRK4+QcWtU+POe9aRQLYOkWC1FjvXqEbBq\nJY716wOQcfgwUT17kXHsmMbJhBBFkTui+k92hlQa+jQs5TSWy8XOhWmtpjEoZBAARrMR863/C78c\nTuuVrTl5/aTGKUVRONnpmf98Ixr6VwRg86krjFz2F9k5ZaNgnb8rkgPRiQAMbObPozUraZxI3Asp\nVkuZbeXKVF+8CPdnuwNgTEggul9/kn7+WeNkQoh/lZl8x1M2MpmqAJ2NjtcavIZCwZHmK+lXeHnr\nyxqkEvfC2V7P/EGNeLh6BQA2nIjnlR8OY7TwgvX8lVQ+23gGgABPJ956JljjROJeSbGqARs7O6qM\nH4/3e++BTofZYODy2++QMHESZqN1tAgRwqpE7YSZzWmSWXCXpso5ZmY8Ol6DUEKUHlcHWxYObky9\nquoCunVHL/P6yiPkmCzzNzVjjonXVx7BYDShKDC5Z32c7OT2f1klxapGFEXBo38/qn/3HboK6m+r\nNxYuJGbYMHKSkjROJ4QAwJgFm96DBR0hOYY58VepbPx7RXTlHDNbBh+nbnBXDUNatmCPgqNZlZ0q\nM+PJGRqkEffDzcGWxYObULeKGwBrDl/izVVHMVlgwfrtnxEciVF/lg55LJCGAR4aJxL3Q4pVjTk3\nbULAqlXYBwUBkLZ7D5E9e5F59qzGyYQo5+KPw+xWsHsGYAa9I7SfzIzmE6icY5YR1SIK8gjK97iy\nU2W29NxCXc+6GiUS98PdyZalQ5oQ7OMKwI+HYhnz0zGLKlhPx6fw5Wb1Z2hNL2debxf0H88Qlk6K\nVQtgV9WPgGXf4/r00wBkx8QQ1SeMlN9/1ziZEOWQKQd2TYM5reDKCfWY78Mw/E9oPJS6wd3YMvi4\njKgWQVZOFpujNwNgr7OXEVUrUdHZjiVDmlC7sgugbmH6/i/HLaJ/eHaOiddXHCE7x4yNAl/0eggH\n27LVaksUJMWqhbBxcsJv6hS8XnkFFAVzejpxL4/k6ldfYzZZ9iR2YQEWdYEPK6h/FnXROk3ZlRgN\nCzvB7+9DjgEUHbR8C/73O3g9oHW6Mmd7zHZSs9VNASY8NkFGVK1IJRd7lg5tQg0vZwCWhF/ko19P\nal6wfrX1PCcupQAwomVNHqpWQdM8onhIsWpBFEWh0ojhVP36a2yc1W8A1776itiRI8lJTdM4nbBY\ni7pAxDbArP6J2AZf1IFLh7XNVZaYzXD4e5jZHKJ3qcc8asDgjdBqDOhkW8Z7sS5iHQDOts55fVeF\n9ajs6sCyoU0J8HQCYMHuKCasO6VZwXo8Lpmv/zgPQLCPK6Pa1NYkhyh+UqxaINcnWxGw4gfs/P0B\nSN28heiwPhguXtQ4mbBIEdsLHrt5CZb1Kf0sZVHadVgxAH5+AQw31WMNB8OInVCtkbbZyrDkrGR2\nxO0AoE31NjjoHTROJEqCt5sD3w9tSjUPRwDm7ozk0w1nSr1gzTLm8NqKwxhNZvQ2CpN71i9zO22J\nO5Ni1ULZ16xJwMoVOLdoAUDWufNE9uxF2u7dGicTZcbNePj1FbXtkkwlKdzZTfBNUzj1q/rYuTL0\nXQkdp4Kds7bZyrjfo38n25QNQIcaHTROI0qSbwVHlg1til8FtWCdtf0CU38v3UXCX24+x9kEdcrJ\nS0/WIsTPvVTfX5QsKVYtmM7NjWqzZuI55H8AmJKTuThkKNcXLNB8XpCwIDXudHvVDAfnw4IO8GWI\n2oLp0mH1lnd5Z0iDta/C9z0h7daWx8Ed4f/C4YF22mazErlTALwcvWjs01jjNKKkVa3oxLKhTani\nro6gT996nulbzpXKex+6mMi32y8AEOLnxoutapXK+4rSI8WqhVN0OiqPHo3v5Mko9vZgMnFl0qdc\nfvsdTFlZWscTluC5NaDc9k/Z1Qe6z4Ha7cDmVhPslDi1BdPslvBVI9g2Ca6d1yav1mIPwKwWcGCe\n+tjOFbrOhN5LwNlT22xWIj4tnoMJBwF4OvBpdDZyO7Y8qO6pFqyVXe0BmPL7Wb7ZVrLfZzKzcxi9\n8ggmM9jpbPii50PY6qS0sTbyN1pGuHfsgP/3S9FXqQJA8po1RPcfQHZCgsbJhOYMaWC+dZvf3hXC\nfoB6vaDfSnj9LHSYAv7N/77++jnYNhG+agCzn4DdX0HKJU2il6qcbPjjE/iuHdxQR2Go/ii8sAse\n6gtKwW1Bxb35LfI3zKgj+DIFoHwJqOTMsmFNqeSiFqyfbTjDnD8jSuz9Pt94hoir6gLkV9rWJuhW\n/1dhXRSz3E8uU4zXrxM7ahQZB9RRC51XJapOm47TIw9rnExoJuEkzGymftx9LtTrWfh1ybFw/Ec4\ntgrij/7jpAIBj0FoD6jTGZysbLeXa+dg9VC49Jf6WGcHT74HzV4CGfUrdj1+6cGZxDMEuAXwS9df\nUOQXgVLTf+5edp6/BoCnsx0Hx7bVJMe5hJv0mR3O9TQDAO93rMvgxwKL9T32Rd6g9+w9mM3wULUK\nrBrRDL2MqlolKVbLILPBQPwnn5C0/Af1gK0tVT54nwo9emgbTGjj9HpYHqZ+/L/NRVvBfvUsHF8F\nx1bCjX+MetjYQq02auEa9Aws7/t3x4EaLdVpB2WF2Qz758KmsWDMUI9VfhC6zwafEG2zWanziefp\n9ks3AF586EVG1B+hcaLy4/ZCNZePmwNzBzbUZMHR6fgUwmaHk5iuLrRTbv2/5jUrsWRIk/t67bQs\nI89M28HFG+nY621YP6oFNb1c7j+0sEhSrJZhict/IH78eDAaAajYrx/eb7+FYis9IcuVPd/AxnfU\nj0efBxevoj/XbIZLh+DYj+qoa2p8/vOKzd9TDHK5+kLYMvB96P5yl7SUy7DmRbiw5dYBBR59CVq9\nB7bSRqmkTDs0jbnH5gKwvtt6qrlV0zhR+RH4zrpC10/6uDkQPqZ16QcCTlxKpstXuzD+YzvW+y2i\nx/58nMXh0QC816EOQ1rUuO+swnLJeHkZVrFPb/wXLkDnqS4KSVy6lIv/G4Lxxg2Nk4lSlRil/q+t\nMzhXurvnKgr4NYCnP4HXTsJzv8Ajz4HDrR8g/yxU4VYP17D7ilziTvykTo3ILVTdq8HAX6HdeClU\nS5DJbGJ9xHoA6nnVk0JV8KCvOzmmghV0fEomQxYeuKfX3HX+Wl6h2jjAg8HNi3d6gbA8UqyWcU4N\nGhC4aiUOddUtDNP37SOqR08yT53SOJkoNbnFasWA+1skZKNTb/N3ngGjz0GfZf9ysYXekMlIgtXD\nYOXzkJGoHqsfpi6iCmyhabTy4PCVw1xKUxfrdQiUhVWlrXblgrfBc0cwNVWMU5ZvZmbz5ip1zr2j\nrY7Pe9bDxkbmRFs7KVatgG2VKvgvXYJbx44AZF+6RFTffqT89pvGyUSpuL1YLS56ewhuDzWeKPy8\nzhbiDhXf+xWHyB3qdqlHb83ldqwIPRdCt1l/jxSLEpXbW1Wn6Hgq4CmN05Qv0dfTuJSUme9Y7u1/\nrRvkN69Z8I6Pu6PtPRXRE9adIi5JnX8+pn0w/p6yeUd5IMWqlbBxdMT388+o/MYbYGODOSODuFdf\n48rULzHL7kXWy2SCJPV2WLEWq7meW6POUc2luzUfOukifNcWtn0KOcbif9+7kZ0JG9+FhZ0gJVY9\nVquN2uD/wa7aZitHsnOy2Ri9EYCmvk3xdJSetaXFYDQxctlfpGbdWr/gZGsZI6q3LBnSBB+3/NNv\nKjrZEnyXbab+OHOF5ftjAGhey5N+TfyLLaOwbFKsWhFFUfD832CqfTsLG1f1m8D1b78l9v9eJOfm\nTY3TiRKRmgDGW6MpJVGsgrqYytVX/TNoIzw5Vt1swGSEbZ/AvHZqaygtXD6q9ord8xVgBr0jdPgC\n+q1SN0cQpWbXpV0kZyUDMgWgtH3x+xmOxKpf+8HNA/nr/XYWMaJ6u7kDG+Lj5oCrg7pRSdT1dFYf\niivy85PTs3n7R/X2v4u9ns961Jfb/+WIFKtWyKVFCwJXrsCuZk0AUrdtI6pXb7IiIjVOJopd7hQA\nKLli1fcheP2U+qdqA3h8NAzdCl511PNxB9UdofbOVkd6S4MpB3ZOhTlPwtVb87N9H4ERO6HREGnw\nr4HcKQCOekdaV9dm5Xl59OfZq3y7XW0/96CvG289E6RxosKF+LkTPqY1+99tk7cl67Qt5zAYi/Y9\n46NfT5CQou7aOLZjHfwqOJZYVmF5pFi1UnYBAQT8sByXVq0AMERGEtW7N6l//qlxMlGsSqNYLUyV\n+jBsm9pUH0XtYfrbG7CkOyQXfbTkniRGwYIOsPlDMGWDooMn3oH/bYJKsie4FtKy09gWsw2AJ6o9\ngZOtk7aByomrN7N4bcURAJzsdMwIexh7vWVvcuFgq+PFVuq/07ikDFYciPnP52w6Ec/qv9TvK62C\nvOjVULpMlDdSrFoxnYsLVb/+Cs8X1Kbcpps3iRk+gmtz5iDtda3E7cVqheql+962DvDUBHh+Lbjf\neu+IP9SWUcdWFf/7mc3w1xJ1EdXFPeoxj5rwv9/hibf/nk8rSt2Wi1vIzFGno3Ss0VHjNOWDyWTm\ntRWHuZaqjjaO6xJCjTLSFL9Xw2pUraiOjH619TyZ2Tl3vPZGmoExPx0DwM1Bz6Rn68mOaOWQFKtW\nTrGxofKoUfh9+SWKoyOYzVz9YgqXXh+NKSND63jifuUWq66+2vUPDXhMbQ31UH/1cWYy/Pg/WDkI\n0oup52/aNfihv9rk35CqHms0BEbsUKcmCE3lTgGoaF+RZr7NNE5TPszdGcGOc+puVV0f8uXZR/w0\nTlR0dnobRj5ZG1D7rS7fd/GO145dc5xrqeqWrR91eRBvN+mTXB5JsVpOuD39FAHLl2Hrp35DS1m/\nnqh+/ci+dEnjZOK+lETbqnvh4AZdv4Y+34PTrTY1J1bDN83g3Ob7e+2zG9XXOb1WfezirS6g6vAF\n2EnbGq1dy7hG+OVwANoFtMPWRka4S9qRmCQ+23AGAH9PJz7uGlLmRhu7P+JHgKc6XeTrbRfIMBQc\nXV179BLrjl4GoF1db7o+VHYKclG8pFgtRxyCgghYtRKnJuqezFknTxHZoyfp+/drnEzcM0spVnMF\nd1BbRgW1Vx+nxsPSZ2Htq2BIu7vXykqFX0fB970g7Yp6rE5n9fVrty3e3OKebYjcgOnWTmcyBaDk\n3czM5uVlf2E0mdHbKEzv8zCuDmXvFwS9zoZRbdTR1as3s1hya0eqXFdvZjH25+OA2uZqQrfQMleQ\ni+IjxWo5o69Ykepz51BxwAAAcm7cIHrQYBKX/dtuRcIiGdLVYhDAw4K2G3TxUkdYu3wNdrf6KB6Y\nB7Meg5gi/mIUs0+9/uAC9bG9G3T7FnotAiePEokt7k3uFAA/Fz/qe9XXOI11M5vNvPfzcS7eSAfg\nzaeDqF+tgsap7l3n+n7U9FLvjszcfoG0W31izWYzY346RmJ6NgDju4bi5WqvWU6hPSlWyyHF1haf\nd8dQZcIEFFtbMBqJ/2gcl9//ALPBoHU8UVRJt83zspSR1VyKAg/3V+ey+jdXj92IUHuybvkYjHf4\n7ywnG7aOh3lPQeKtVmv+t+bE1u8jLaksTHRKNMevq6Nf7QPby8hXCfvxUBxrDqtTtx5/wIshj9XQ\nONH90dkovNLmAUBdSLVgdxQAP/0Vx+8nEwDoWK8KHepV0SqisBBSrJZjFZ7tjv/iRei9vABIWrGC\n6OcHYbx2TeNkoki0alt1Nyr6w8C10G486OzAbIIdk2Fua7hyKv+1V8/C3Dbw5+fqdTo79XkDfy39\nTgeiSHJHVUGmAJS0iKupvL9G/cWgkos9X/S0jqb4HUKr5O1kNfvPCM4l3OSDX04A6uf5cZcQLeMJ\nC6GYpYdRuZedcIXYl18m86i6O4jex4eqM2bgGCrfJCxa+EzY8Lb68ehz4FJZ2zz/JeEkrB4GCWob\nGnT24F5VHXEFddT01txHvEOg+2zwflCbrOI/mc1mOv7UkYs3L1LHow4rOq3QOpLVyjLm0P2b3Zy4\nlALAosGNefwBL41TFZ8Nx+MZseRggeOzBzSg3YOyE52QkVUB2HpXxn/xIty7qvuoG+Pjie7fn+Rf\nf9U4mfhXuSOrtk7gXAZ+cHnXVXe+euw1UGwgJwtuXADM6p/cQrV+mHqdFKoW7fi141y8qU5F6VBD\ntlctSZN+O51XqA5vWcOqClWAxeFRBY452NrgK7tUiVukWBUA2NjbU2XiJ3iPeQd0OsxZWVx6400S\nPvscc86dGzYLDd3eCaCszBXU20GbD2DQhjtfE7Ed9LKYwtKti1SnACgoPB3wtMZprNeWUwnM3xUF\nQP1qFRjdzjK3U70fuy9cL3AsM9vEkIUHNEgjLJEUqyKPoih4PPcc1efOQefuDsCNefOIGTacnORk\njdOJAiytbdXdqN4EKCMFtijAaDLyW+RvADT2aYy3s7fGiaxTQkomb6xSp2e52OuZ0edhbHXyY1uU\nP/JfvSjAuVkzAlatxL622gMvbdcuInv1Iuv8eY2TiTxmc9kuVgFqtCx4zNUXwqSNmqXbe3kvNzLV\n3clkCkDJyDGZeWX5YW6kqZ0zJnQLofqtJvrWpnnNSgWO+bg5MHdgQw3SCEskxaoolF21agQsX4Zr\nu3YAZEdfJKpXb25u3apxMgFAagIY1b3Yy2yx+twatTjN5eoLr58C34e0yySKJLcLgJ2NHW3822ic\nxjrN3HaePRHq7fGeDarSxYp3b1oypAk+t22j6uPmQPiY1oT4uWuYSlgSKVbFHdk4O+P35VQqjXwZ\nAFN6OrH/9yJXv/kGs8mkcbpyriy0rSqKsGVqkSojqmVGhjGDLRe3ANCyWktcczd+EMXmYPQNpm4+\nB0ANL2c+6mL9iw3nDmyIj5uDjKiKQum1DiAsm2Jjg9f//R8OQUFceuNNTOnpXJs+g6zTZ/Cd+Ak2\nzrI3uyaspVj1fUgdTRVlxraYbaQb1R2UOgTKFIDilpyRzchlh8kxmbHT2TAj7GGc7Kz/R3WInzvh\nY1prHUNYKBlZFUXi2ro1AT8sx9Zfbc5+c9MmosL6YoiJ0ThZOXV7sSoN80UpWh+xHgBXO1daVG2h\ncRrrYjabeWf1UeKSMgB4p30wD/rKrXAhpFgVRWZfuzaBK1bg3FzdPjPr7FmievQkbc8ejZOVQ7nF\nqmsVsJVehKJ0JGUmsTNuJwDt/Nthp7PTOJF1WbYvhvXH4gFoHVyZ5x8N0DaQEBZCilVxV3Tu7lT7\ndhYegwcDkJOczMUhQ7mxaBGyGVopKuudAESZtCl6E0azEZAuAMXtbMJNPvpV3WbU282ez3vWRykr\n/ZOFKGFSrIq7puj1eL/5Br6ffYpiZwc5OSR8MpHLY97FlJWldbzyQYpVoYHcLgDeTt408G6gcRrr\nkZmdw8vf/0WW0YSiwNTeD+HhLKPWQuSSYlXcM/fOnfFfuhS9j7p3c/JPPxH93HNkJ1zROJmVy86A\nm5fVj6VYFaXkUuolDl05BED7wPbYKPLjo7iMX3eSMwk3AXipVS0eLaTvqBDlmXy3EffFMTSEwJUr\ncHzkEQAyjxwlqkcPMg4f1jiZFUu6+PfHFQO1yyHKlfWR6/M+likAxWfD8cssCVf/TTfwr8io1rU1\nTiSE5ZFiVdw3vZcX/gvmU6FnTwCMV68SPeA5kn5crXEyK2UtbatEmWE2m/OmANSqUIsHKj6gcSLr\nEJeUwZu3tlN1c9Azrc9D6GU7VSEKsP7mbaJUKHZ2+Iz7CIe6dYif8Anm7Gwuv/sumadP4/3mGyi2\ntlpHtB5SrIpSdjbxLOeT1O2WO9ToIAt/7lP/uXvZdeEat69J/fTZelStaJ3bqQpxv+RXOFFsFEWh\nYlgY/vPnofPwACBx8WIuDh2GMTFR43RWJLdY1TuCS2VNo4jyIXdUFdT5quLe9Z+7l53n8xeqjrY6\nqnlIoSrEnUixKoqdU6NGBK5cgX2dOgCkh4cT1bMXmWfOaJzMStzeCUBGuEQJM5lNefNVH6n8CL4u\nvhonKtt2XbhW4FhGdg5DFh7QII0QZYMUq6JE2Pr5EfD9UtzaPwNAdmwsUX3CSNmwUeNkVkDaVolS\ndDDhIAnpCYAsrCpJRpNJ6whCWCwpVkWJsXF0xPeLL/B6/TVQFMwZGcS98gpXpk3DLN+Y743ZLMWq\nKFW5UwD0ip52/u00TlP2Nb9DW6oso4kDUTdKOY0QZYMUq6JEKYpCpaFDqTZrJjaurgBcnzmL2Jde\nJic1VeN0ZVDaVchOVz+WYlWUMEOOgU3RmwB4zO8xKjhU0DhR2bdkSBN83BzyHjvb6wC4mWmk79y9\nrDt6WatoQlgsKVZFqXBp2ZKAH37ALlDtC5q6dStRvftgiIrSNlhZI50ARCnaEbuDmwa1Wb1MASg+\ncwc2xMfNAR83B34Y1oxPnw1FZ6NgMJp48ftDfLv9gmxfLcRtpFgVpca+RiABK37ApWVLAAwXLhDZ\nqzepO3ZqnKwMuRH598dSrIoSti5SnQLgpHeiZbWWGqexHiF+7oSPaU34mNaE+LnTu1F15j/fCBd7\ntZvkxN9O897PxzHmyHQpIUCKVVHKdK6uVP3mazyHDwfAlJJCzPDhXP/uOxlJKIrbR1YrVNcshrB+\nNw032R6zHYA2/m1w1DtqnMi6Pf6AFytHNMubIrB070WGLjpAWpZR42RCaE+KVVHqFJ2Oyq++gt/U\nKSiOjmAyceXzyVx6401MmZlax7NsucWqiw/YSV9GUXI2R2/GYDIA0CFQpgCUhjpV3Pj5xebUqeIG\nwB9nrtLr2z0kpMj3RVG+SbEqNOP2zDMEfL8UW1+1b2PK2rVE9+tP9mVZYHBH0glAlJLcLgCeDp40\nrtJY4zTlh4+7AytHNKPlA14AnLiUQrevd3Em/qbGyYTQjhSrQlMOdeoQsGolTo0aAZB54gSRPXqS\nfvGIR8IAACAASURBVPCgxskslBSrohQkpCWwL34fAM8EPoPeRnbmLk0u9nrmDmxIWONqAFxKzqTH\nzN3sOl9wQwEhygMpVoXm9B4eVJ/3HRX79QMg5/p1op8fROIPKzROZmGyM+HmJfVjKVZFCdoQtQEz\n6hxy6QKgDVudDZ90C+XNp4MAuJllZOC8faw6GKtxMiFKnxSrwiIotrb4jH0Pn4/Hga0tZGcT/8EH\nXP7wQ8wGg9bxLEPSxb8/lmJVlKDcKQD+bv486PmgxmnKL0VR+L8najGtz0PY6WwwmsyMXnmEqb+f\nlQWpolyRYlVYlIo9e+K/cCG6SuouL0nLfyB68GCM169rnMwC3N4JwCNQsxjCukUkRXDqxilAXVil\nKIrGiUSXh/xYMqQJ7o62AEzbco7XVx7BYJTWVqJ8kGJVWBynRx4mcNVKHEJCAMg4cJDIHj3JOHFC\n42Qakw0BRClYG7E272OZAmA5Ggd6sPr/HqWah9pCbPWhOJ6fv4/kjGyNkwlR8qRYFRbJ1scH/yWL\nce/SGQDj5ctE9+tP8tp1GifTyKIu8Nsb6seKDbh4l+57f1hB/bOoS+m9ryh1ZrOZ9ZHrAQitFMr/\ns3ff4VGVaR/Hv2dmMum9B5IQehfpRUGKFHtZdVEURaOrqLvqrrq+69rdXcuuithAXFgrdncRBKkC\noYMgHZJACAkhpE/KZMr7x5NJCIlSTHKm3B8vLs6cmUx+IJA7z7nP/aSEySxfd9IpNoQv7xnBeclq\n29u1B0/wmzfXcqS4UudkQrQuzSmNL8KNOZ1OiubOpeCFF8GhLnlFp99B7B/+gGY06pyujcy7EjJX\nND4XFAWj/gzRnVr3c3//JORvb3wuNAkmfwRJ/Vr3c4s2t61gGzcvvBmARwc/yk09btI5kWhOldXO\nHz7Zync7jwEQG+rPnKmD6NM+XOdkQrQOKVaFR6hYs4bcBx/CUVoKQPDIC2n30ksYw8J0TtYGnowA\n3OyvaWgSPLRb7xSihT277lk+2fsJRs3I99d9T0xgjN6RxM+wO5w8t2A3c9aoLZgD/Yy8fuP5jO3R\nhlddhGgj0gYgPELIiBGkfTof/y6dAbCs+oHs666n5uBBnZMJ4R1qHbUszl4MwNDEoVKoujmjQeOv\nl/fkict7omlQVWsnfd4m/pORrXc0IVqcTHoWHsOckkLqRx9z9NFHqPh+KdZDh8i+/gaSXnqR0NGj\n9Y7XejqOaqYNIAbGPQUxXVr3c3/7J8j/sfE5VxuA8CoZRzMorikG5MYqT3LbiDTaRQRy/8dbqa51\n8PjXO8kpruLRid0xGGSSg/AO0gYgPI7T4aDwjTcpfP11dULTiP3974m+607vHbPzco+GDQHa8hL8\n1g/g63saHsvlf6/1yKpH+DbrWwKMAay4YQXBfsF6RxJnYVtOCXfM3UhhhZpLfUmfBP55fT8C/Hyk\nt194NWkDEB5HMxiIvXc67Wa8hhYUBE4nx195hdwHHsRR6aV3xU7+SBWKbb2qufV99bNmgNBEWVH1\nUpW1lSzPWQ7A6OTRUqh6oH7JEXx5zwg6xar/d9/uyOem2espssimKsLzycqq8GjV+/ZxZPq91Obk\nAODfrRuG4GCqtm4FIHjYUFLmzNEzoucqPACvD1DHw++H8c/om0e0ivTF6azPW1+/verrY15nVPIo\nnVO1kXlXQuZKddxxFNzytb55WkBpZS13/mcT67OKAOgQHcR7tw0mLUa+ARGeS1ZWhUcL6NqVtE/n\nEzx8GAA1e/dStWULOJ3gdGJZm8H+URfJhgLnYtsHDcfn36xfDtFq0hensy5vXX2hCvD0uqfZdWKX\njqnaSP1IOKf6kblCtdsc3aZvrl8pPMiPebcP5qp+SQBkn6jkmjfWsCm7SOdkQpw7KVaFxzNGRJD8\nzjtETZ3a7PO2Y8c4cs/0Nk7l4ew2+LHukn/yEIjtqm8e0SrW561vcq6gsoD7lt2nQ5o25lpRPVn5\nUfhocttnaWH+JiP/uqEf941R01OKK2u5cfZ6FmzP0zmZEOdGilXhFTSTifg/PwreeoNVWzu4DMrr\nvrCdP0XfLEKIs6ZpGg+N78Y/ru2D0aBhtTmY/uEW3l55EOn+E55GilXhVYKHDW1yzhQfT/s3ZuqQ\nxoNt/Y/62S8Iel2tbxbRKjblb0Kj6Td3cUFxzBgzQ4dEbaxjc325GgzzrqswNwxK4b1bBxHiryZV\n/m3hHh7/+idsdofOyYQ4c3KDlfAqDquVvX3Pq39sio+ny8oV+gXyRJZCeLk7OGqh301w1Rt6JxIt\nbGfhTm5ffDuWWkuj83FBcSy9bqlOqdrY8X0wc1Dzzw28HSY8B36BbZupFe3OK+O29zaSX1YNwJju\nccyYfD7B/jJuXbg/WVkVXqX20KH6Y0NYmKyonovtn6hCFaQFwAvtL97PXd/fhaXWgobGveffS1xQ\nnO+sqLoczmg4Do6FsU+Af7h6vOldeOciOOY9N2b2SAzjq+kj6JGotqhetqeAG97JoKCueBXCncnK\nqvAqZd8tJvf3vwegw/xPCOzbV+dEHsbphDeGwfHdENUR7tsifcBe5HDZYaYumkphVSEAjw99nOu7\nXa9zKp18eTf8+KEqUB/JBoMBSg7D5+mQs069xugP45+Fwele8/egosbG9A+2sHLfcQDaRQTy3m2D\n6BofqnMyIX6erKwKr2LNyqo/Nqel6ZjEQx3dogpVUKuqXvIF2mPMuxKejFA/5l3Zom+db8knfXF6\nfaH60ICHfLdQhYaCNGWIKlQBIlLg1gVw0Z/VRhj2Glj4J/jot6o9xguE+JuYPXUgkwcnA5BbUsW1\nb6xlzQHv+PUJ7yTFqvAqrmLVGBuDMVRWCs7KvCth1piGx+d5/ggfj9KKcz9PVJ0gfXE6Ry1qy967\n+t7Frb1v/dXv67HKj0FRpjpOOeWmTKMJLnoUblsI4aqgY98ieHO4mpLhBfyMBp6/ug8PT+wGQHmN\njalzNvDZ5iM6JxOieVKsCq9SU1es+neQVdWzUl8onWTWWI8fkO727DbI2QgrX2z6+w9q7uf714DD\nfs6forSmlLuW3EV2WTYAU3pMYXo/77rj/ay5VlUBUoY1/5qUofC71Q3TMCqOwX+uhsV/AZvnb2Gq\naRr3XNSZV3/bD7PRgM3h5I+f/si/luyT0VbC7chtgMJrOJ3O+pVVc8eOOqfxML80IP2h3W2fx1s5\nnXDigCpMM1dA1g9QU/rLH1N5Al7uBt0vg55XQocL1erfGaisreSepfewt3gvAFd3vpo/DfoTmq+3\ndxx29aSaIan/z78uMAJ+8x50HgffPgy1Flg7Q/1/u/ZdiOncNnlb0ZX92pEYHkj6vE2UVtXy6tL9\nHCmu4m/X9MFskvUs4R6kWBVew15YiKO8HABzWgdds3iN6mKoKobASL2TeK6KgobiNHMFlOU2/zq/\nIKitbP45y3HY/J76ERgFPeoK17RRYPRr9kNq7DXcv+x+th/fDsD41PE8MewJDJoUIPWTAJLOB7+A\nX36tpqn+7eSh8PntkLdN/Xh7JFzyghrv5uHF/+C0KL64Zzi3vreBnKIqPt9yhLzSKt6cMoDwwOb/\nfAnRlmQagPAalg0bOHyL2nI1+e23CBnV3NBv0azm2gBcQuLhkpeg5xVtGslj1VTAobUNxWnBz4w/\nComHjhepH2mjILyd6lEtV32lhCbB3WtgzwLY9TVkLgeHrfF7BEQ0rLh2vAhMZgBqHbU8uPxBVhxZ\nAcCF7S7k1dGv4vczha1PqamAv6eA0w4jfg8XP33mH2uzwrJnYO1rDed6XQ2XvaJWYT1cYUUNd8zd\nxLacEgC6xocw59ZBtI8M0jmZ8HVSrAqvUfzJfPKfeAKATksWY05O1jmRhzm5UAqJg4S+cOD7hud7\nXKGK1tB4ffK5K7tNTVE4uFwVp0c2NC0qAcwh0OGChgI1tnvTFbmj2xr2pp/8EST1a3iuqhj2LlSF\n68FlYD+lb9I/HLpfgr3H5fw5fzkLD30HwMD4gbw57k0CTKdZQfQVmSsaJi1M/hi6TTr79zi4DL78\nnepjBXUj1jWzIPVn+l89SJXVzh8+2cp3O9WvLTbUn/duHUTvduE6JxO+TIpV4TWO/e3vFM2di2Y2\n023rFjSjUe9InuXUQinxPLVBwKJHVaEEaiVvwvPQ70aPv/R5zpxOKNzXsHKavRpqypq+TjNC+0EN\nxWn7gT97yf6sVZfC3kWqcD3wvRqxhJoj8FRMFJ+HhgDQJ7g9sywGgrPWqI/rOApu+bplMniqFX+H\nFX9Txw9nQVDUub2PpRC+nq4mBYAadTXyYRj5pzPuKXZXdoeT5xbsZs4adQ9AkNnIjMnnM7aHfKMq\n9CHFqvAah++6C8vKVfh36ULH/36jdxzvUVEA3/4Jdn3VcK7TGHXpMzJVv1ytZd6VDTecuYq78nx1\nzlWgulagTxXbo6E4TR0OAWGtn7emHPZ9h3Pnl7xYuI7/hKpLtl2sVt7LKyDcccoe8KFJTVdtfYmr\n5SWmG9y74de9l9MJG2apCQF13zCQPBSunaVmtnq499Zk8fT/duF0gkGDp67szc1DvfDvvHB7UqwK\nr3Hg4vHU5uQQOn487V97Ve843mf3f2HBQw2XPv2CYdwTMCi9Yai6p2uud9dgav6yPkBoYuO+07DE\nVo33S97c9iZv/PgGAKmaP//OPUpMjaX5F4cm+eaUB7tN9avWWqD/VLjitdN/zJnI/0ndfHV8j3rs\nHw6XvwK9r2mZ99fR4p353P/xVqpr1Tc9d47syKMTu2Mw+OiVFaELL/kKI3ydw2qlNlfdZW3uKDNW\nW0WPy2H6enVnNKgv+AsfhvcmwfF9+mZrKc2N8Dq5UDWHQtdJMOkFmL4BHtwNV78F5/1W10J17s65\n9YVqQnACs675LzEPHQCkoGjk2A715xZ+fr7quUjoDXeugEF3qMc1pfDZbapNoKai5T6PDsb3SuCT\nO4cRE6Ju3ntnVSb3fbSV6tpzn/0rxNmSYlV4hdpDh6Ducqe/bLPaegIj4cqZcPNXDZc5c9bBWyNg\n1Utgr9U337lyOmH/96iuz2aYQ2HaYngkC278GIbcBbHd3KJv97N9n/HSppcAiA6IZvb42SSGJII5\nSLUxNMcLVvzOyeGTNwMY+vOvOxd+gXDpy/DbDxtGvW19X424Orq1ZT9XGzsvOYIv7xlBp9hgABbs\nyOOm2espsnj+5gjCM0ixKrxCTWZW/bFZitXW12k03J0BQ+4GNHVn+rJnYNZoyPtR73Rn5+g2dfn/\ng2ubfz40CW79n9pD3s1GPy3MWsjTGWr0Upg5jLcvfpvUsJN6Cm/5WuWvV1dcZ7wOS/5a/w2ez3DN\nVw1JgMgOrfM5ul8Kd6+FtJHqcdFBmH0xrHnNo3+/k6OC+OLuEQxJUzekbT5UzDVvrCGr8GdaTYRo\nQVKsCq/g2rkKpFhtM/4hMOnvcPtidbMKQP4OeGc0fP8k1FbrGu+0irPhs9vhnVGQVXf53xwK/qEN\nr3H1drrhzUgrclbw2A+P4cRJkCmIN8e9Sbeobk1fOPkj9esITVLjlULq7uhe8yp8dbfnroafLaez\nYWU1ZWjrroqHJamrD2OfqOt5roUlj6utc8vzW+/ztrLwID/m3T6Yq/qpb4CyT1RyzRtr2HyoSOdk\nwtvJDVbCKxx95BFKv/4GY2wMXX/4Qe84vsdWo9oAVv+zocczujNc8br7zZ6sLIJVL6q7uB11hZrB\nDwbdrsYOlR75+VmnbmJ93nru+f4erA4r/kZ/3hz3JoMSBp3ZBxdnw3+uUSt+AJ3GwvXz1Dcf3qwo\nE147Xx1P/AcM/V3bfN4jm9XNV8V131AHRcOVb0C3iW3z+VuB0+nkn0v2MWPZAQDMJgP/ur4fl/bV\nr29beDcpVoVXyLr+Bqq3bydo8GBS583VO47vyt8BX9+rtqN0GZSupgacvGKph9oqWPcmrP5X47mo\nva6BsY9DVEf9sp2FbQXbuHPJnVTZqjBpJl4d8yoj2488uzexFMIH16nNDACS+sNNn0JwTMsHdhfb\nPlQryQB3rmzbb0JqytX4tx8/ajg3+C61e9bptnt1Y59sPMxjX/6E3aHKiA7RQRwqUlsGj+gUw/t3\nDNEznvAiUqwKj+d0Otk3eAiO8nIibriBxKee1DuSb7PbYN1MWP482OpaAcKT1SifzuPaPo/DroqE\nZc81no/a4UK4+CloN6DtM52jPUV7mPbdNMqt5Rg0Ay+MfIEJHSac25vVVMCnUxt2KYvqBFM+hygv\nbaP55j7YMk/tJPbIIX0G92//FBY82PDNUlwv+M27ENej7bO0kFX7jnPPB1uoqGk63i0hLIDZUwd6\n7e5XU2avZ83BQkCK89YmxarweLbjx9l/oVpZinv0EaJvvVXfQEIpPAD/vR8OrWk4d95ktQPWue4a\ndDacTti/WPXPFuxqOB/XE8Y9BV0udou7+c9UVmkWty66laJq1R/49PCnubrL1b/uTe21qohzrfgZ\n/BraOLxtt6vXB6mdxzqOhlu+Ov3rW0txNnx+BxzZqB5rBvVnFTz293x3XhmTXm2+/cpsMjC8UzRG\nTUPTNIwGMBo0DJqG0aBh1DQMBg2D1vh8/fN1x6c+33BM3fN15+re03W+/uObO+96D03DYKDu+ZNf\nq6HVfV6j1vj8A/O3sSm7uNGv1duLcz1JsSo8nmXDBg7fMhWA5HfeJmTkWV4SFa3H4YDN78GSJ8Ba\nrs4Fx8IlL0Gvq1rv8+ZuVp8z+6QvoKFJMOb/VMFs8KyteHMrcpm6cCrHKtWGDI8MeoQpPae0zJs7\nnfD9E+qGq1OFJKhRXUnnt8zn0oulEF7spI4vegwuekTfPHYbrPwHrHqh6XMeusNY2qMLfm7wm09J\nCAtg3WNj9Y7hdTx7A2MhAKuMrXJfBoO6canrBPjvH+DAErAcV5efd1ym5lKGJrTc5yvKhKVPw84v\nG875h8MFf4Chd6tZmB7meOVx0hen1xeq9/a7t+UKVVCryxc/rUYrnVpuVOSr6Q7xvdXWuhGpp/yc\nAubglsvSWnLWNxy39HzVc2E0qW+cVr1Ik9/z8qPqBj8P22FsROcYVh8obHTOz6iRFhNMgJ8Ru8OJ\n3eHE4XTicILD4cTurDtXf0zd843POxzUv1b4JilWhcdzja3SzGb8kpJO82qhi/D26gaeHZ/Cwkeg\nqgj2/E+tfE54Hvrd9OsuyVsKYeULsGlOwx3+RrO6uWvkH9um7aAVlFSXcOeSO8kpzwHgtl63cWff\nO9s4hVPt/HRsR/NPB8c2U8Smqjmm4e3dYzata76qZoT2A/XN4qXev2MIQ59fSn6Z6lNvrRVGR13B\ne2oRW1/YnnTeUVcg1x/XPecqhpu+hpPeW53/8UgJ/9uex6ETlafN5moDEC1PilXh8WqyVbFqTk1F\nM3rW5V2fomnQ93rVM7jwYdj5BVSXqi0pd3wKl7969oParZXqZq7Vrza0GQD0uQ7G/KX1Br+3gQpr\nBb/7/nccKFHjga7vej0PDHgArbX6bDuOgswVjc/5h0GnMWC1QMkhKDnccNOci+W4+pG7qel7agYI\na/8zq7KpauaroQ3Gfbvmqyae514rwc39nrvaADzQ7KkDuWPupvrj1mAwaBjQWq14cTqd/HiklIU7\n8vj2pzxyiqqavKZfcgSX9knknVWZHK+oAeTyf2uTnlXh8Q5cPJ7anBxCx4+n/WvN9N0J97RnAfzv\nQXWpGcAvSA1RH5x++p5Suw22faAmDlScNGQ9bZS6w9/DeyyrbFXc/f3dbD62GYBLO17K8xc8j0Fr\n5cLu5R4NExNcGyKczOEASwEUH1LFa/EhKMlWPxcfgrIj4DyLXZqM/qqV4OTV2JMLWte2pb+GtRL+\nnqJW3IdOh4nP//r3bCl52+HtCxseN/d7Llqdw+Fk25ESvt2ex8Kf8sktaVqg9k+J4JI+iUzqk0i7\nCNVO9FNuaaPiXG6saj2ysio8mqOmhtrcXADMHaVf1aN0vxRSR6idfbbMg9pKWPQI/PQ5XPk6xDaz\nG5PTCXsXqjv8C/c2nI/vrYrUTmM96g7/5ljtVh5Y8UB9oTo6eTTPjHim9QtVUCt6J2+IcCqDQfUY\nhyao7WdPZa9VmyrUF7Kn/GwpOOX1NXBiv/rRHP9wiExpKGRPXpWNSAFz0Ol/TUe3NLSGuEO/6sl+\neLnhOCTOY1dUPZHD4WTL4WK+3ZHPwp/yyCttfMVA02BgaiSTeicyqU8CieFN+917twuX1dQ2Iiur\nwqNV79tH1hVXApD0j78TfuWVOicS5yRzBXxzvypqQPWbhrVTY35AXS4d8zgsfhwOr234uLD26nJ/\n3+s97g7/5tgcNh5e9TBLDi0BYFjiMF4f+zpmo1nnZC3EWqlaCUoOqf+3pxa0J2/WcCaC45quxrp+\nDmsPH1zb+DL7H/erotAdHN8LM4cATjWh4uq39E7ktU6eh9o7KZwBqZEs/CmPY2U1jV6naTCoQxSX\n9klkYu8E4sM8d8MGbyPFqvBoZd8tJvf3vwegw6fzCezTR+dE4pxZLWpw/7o3aHKH9KkCwuHCP8Lg\nOz16B6CTOZwOHl/zON8c/AaAfrH9ePvitwnyO4PVQ2/gdEJV8c+vypYcViuxv4Y7jYX64i7Y/jGg\nwfQNENtV70Reacrs9U2mFJzMoMGQtGgu6ZPAhN4JxIV6x78n3kbaAIRHc00CABlb5fHMwaqfsNfV\n8O4v7HQ1/D644EGPvcO/OU6nk79v+Ht9odojqgczx830nUIV1LJWUJT60VzPscOh+pObLWQPQVnu\n6ftl3WUsVFGmuqkQ1LxhKVRbjWtF9VRmo4G/Xt6TCb0SiA31b+NU4mxJsSo8mjUrEwBTbCzGkBCd\n04gWkTwI0Gh2dTUkDsY/29aJWt2MrTP4aI/qV0wLT+Oti98izBymcyo3YzBAWJL6kTqs6fM2q7rB\ny1W8/vf3bZ/xTK1+BZx2dXzhH/XN4qOigs1MGZqqdwxxhtqgY1+I1lOTlQ3IqqrX6Tiq6bnQJLjx\n07bP0spm75jNrB2zAGgX0o5ZF88iKsB7Vo3bjMkMUR2h02gYcCt0vKjpa9xhLFRpLmz7UB13nQQJ\nvfXN4+WGdYxuck7moXoeKVaFx3I6nVgz1cqqFKte5pavVWHh4hrp4w69hi3o4z0f8+oWNW4tNjCW\nWeNnER8cr3MqL+Guf4bWvtYwnWCkrKq2tnsu6tzosWseqoyZ8ixSrAqPZS8sxFFRAYC/jK3yPpM/\nUgWGO6yGtYJvDn7Dc+ufAyDCP4JZ42eRHJqscyov425/hioKYPO/1XHH0bKbVhtYua9hXFpcqL+s\nqHoo6VkVHqsmU26u8mpJ/fS/EaaFpS9OZ32e2qfeWdeTG+IXwtsXv02niE56RvNO7vZnKOP1hh3A\nRv5J3yw+YuW+4wAMSI3k87uH65xGnCspVr3Y4WnTsGSobQaDhw0lZc4cnRO1rEaTADp21DGJEKeX\nvjiddXnrmpx/eNDD9IzuqUMi0aYqi2Dju+o4ZRh0GKFvHh9wtKSKfcfU1bdRXWN1TiN+DWkD8FKH\np03DsjZDzS50OrGszWDf8BFUbt6sd7QW4ypWNbMZv8REndMI8ctcK6qnen3b622cROhi/dtgVYWT\n9Kq2DdeqKkix6ulkZdWL2CsqqNqyhcoNG1SheurzRUUcumkKpvh4zGlpmNM64J+WhrlDB8xpafgl\nJaEZPWcXoJq6sVXm1FSPyi2E8DHVZbD+TXWcdL7aFli0upV7VbEaFWymj9xQ5dGkWPVg9ooKqjZv\nxrJhA5UbNlK9c6canH0atmPHsB07RuW6xpckNT8//FJT6grYNFXQduiAOa0DpsjIVvpVnDura2yV\ntAAIDzAkcUiTNoAwcxgzxszQKZFoMxtnQ3WpOh75J7UBgmhVtXYHa+p2rhrZJQaDQX7PPZkUqx7k\njItTgwFDUFD9nfL1p8PDCZs0EYelEmtWFtasLBwWS/3zztparAcOYj1wsMlbGiMi6ldgVRGbin9a\nGn6pqRjMbb9vuaOmhtojRwAwp3Vo888vxNmaNX4WYz8dS0Flw93JJoOJdiHtdEwlWp21EjJmquO4\nXmq2qmh1Ww+XUF5jA2BUN2kB8HRSrLoxe3k5lZs3U7lhI5UbNlC9a9fPFqcBvXoRNHgQwYMHEzhg\nAMaQEPaPugjbsWMAmOLj6bJyRaMPczqd2AsLqcnKwpqVrQrY7LqfjxwBu70hS0kJVdu2UbVtW5PP\n7deuXf0K7MltBab4eLRWWkGwHjqk+nEBf1lZFR5ixpgZ3LfsPmpsNZRaSymqLuKlTS/xzIhn9I4m\nWsuWuVBZt+XnhQ+qnbhEqzt5ZNWFXaRY9XRSrLoRe3k5lZs2qeJ048afL06NRgJ69SJ48CCCBg8m\nsH//Zrcabf/GTI7cM73++FSapmGKjcUUG0vw4MGNnnNarViP5GLNViuwNfWFbDb2EycaXuhwUJuT\nQ21ODpYffmj8/kFBmFNT8U/rcEpbQRrGkOCz/w06iasFAGRslfAcPaN7svS6pTidTu5Zeg+rc1fz\n1YGvuKzjZQxJHKJ3PNHSbDWwRm36QFQn6HW1vnl8iOvmqj7twokJ8dc5jfi1pFhtI82NkbKXlTVe\nOd29+1cVp6cK7NWryWrqmdLMZvw7pjU7bN9eVla/Alu/Kputfjhraupf56yspGb3bmp2N51zaIqN\nbdxWkNYB/w4d8GvfHs10+j+W1rqbq0CKVeF5NE3j8aGPc9XXV1Flq+LpjKf5/IrPCTAF6B1NtKRt\nH0B5njq+8CEwyI2gbeF4eQ0/5ZYBMgXAW2hOZ921VNFq6sdIncxkUpfZm/vtNxoJ6N2L4MGDVXF6\nfv9fvRLZFpwOB7a8PGpcxWtdX6w1O5vavLzmf62n8vPDnJzcuK2gbkXWGBWFpmmNfj81Pz+679je\nur8wIVrJvJ3zeHHTiwCk90nn/v7365xItBh7LczoDyWHITwF7t8CRj+9U/mEL7Yc4cH5PwLwQBkG\n2QAAIABJREFU6e+GMahDlM6JxK8lxWob2N2j5y8Xah5anJ4NR3U11kOHGvXF1tT1yTrKy8/oPQxh\nYeBwNLlxzBQfT/s3ZhLYq1drRBei1dgddm769iZ2ntiJSTPx8WUf0y2qm96xREvY9iF8dbc6vvSf\nMOh2ffP4kN9/vJWvtx0lNMDE1scvxmSUPmFPJ8VqG/i5YtUQHEy7V14h8Pzzva44PVNOpxN7UVGT\nvlhrVhbWnByw2c7ofZq7gUwIT7D7xG4mL5iM3Wmnb0xf5k2ah1EuF3s2hx1mDoET+yEkAX7/I/hJ\ni0dbsDucDHx2CcWVtUzqncCbUwboHUm0AOlZbQPBw4Y2aQMwxcXR/s03fH41UNM0TNHRmKKjCRo4\nsNFzztpaanNzG/XFlsyfr1NSIVpHj+ge3NLzFt7b+R7bC7fzyd5PuLHHjXrHEr/Grq9VoQow4n4p\nVNvQjtxSiitrAelX9SayNt4GUubMwRQf3+hc+DVX+3yhejqanx/mDh0IHT2a6Gm3kfj0UwQPH9bk\nda42ACE81d397q6ft/rqllfJt+TrnEicM4cDVr2kjoOiYcCtusbxNa5dq0Dmq3oTKVbbSPs3ZmKK\nj1M3VgEnZr9L9d69OqfyPKcW/q7L/1L4C08WaArkr8P+CkClrZLn1j2HdGh5qH2LoGCnOh42Hcy+\n2eKlF9d81W7xoSSGB+qcRrQUKVbbiBojtZK0+Z+A0Qg2G3l/eRznSYP3xZlRhX+8rKgKrzI8aTiX\nd7wcgBVHVrDk0BKdE4mz5nTCKjXdgYBwGJSubx4fU1JpZVtOCSCrqt5GitU2FtCzJ9HTbgOgescO\niub9R+dEnsc1P1ZWVIW3+eOgPxLhHwHA3zb8jTJrmc6JxFnJXA5Ht6jjwXdBQJi+eXzM6gOFOOou\nSEi/qneRYlUHMdOnY05NBeD4q6+qu96FED4vKiCKhwc9DEBhVSH/2vwvnROJs+LqVfULhqF365vF\nB7n6VQP9jAzsEKlzGtGSpFjVgSEggIRnngbAWV1N/hNPSH+aEAKAyzpexrBEdSPhZ/s+Y/OxzTon\nEmckew0cWqOOB90OQTKIvi05nc76LVaHd4rG3yTj37yJFKs6CR48mIjrrgPAsjaD0i++1DmREMId\naJrG48MeJ8Coxh09lfEUVrtV51TitH6oW1U1BcCwe/XN4oP25JdTUK62+5Z+Ve8jxaqO4v70R0yx\n6i/VsRdewHb8+Gk+QgjhC5JDk7m7n7qMnFWaxewds3VOJH5R7mY4uEwd958KofG//HrR4lacPLJK\n+lW9jhSrOjKGhZHwhBpX4ygtJf+553VOJIRwFzf3vJlukWrr1Vk7ZnGw5KDOicTPWvWy+tngpzYB\nEG3ONbKqQ3QQqdEyLszbSLGqs9Bx4widMAGA8kWLKF+6VOdEQgh34Gfw48nhT2LQDNgcNp7KeAqH\n06F3LHGq/J9g7wJ13G8yhLfXN48PqqixsSm7GJBVVW8lxaobSPjL/2EIDwcg/6mnsZeX65xICOEO\nesf05sbuauvVrQVb+WzfZzonEk38ULeqqhngggf0zeKj1h4oxFY3s+qibnE6pxGtQYpVN2CKjSX+\nYTWuxlZQQMGLL+mcSAjhLu47/z4SgxMBeGbdM/Sd25f0xTJs3i0U7oeddTfH9rkOojrqm8dHuaYA\nmE0GhnSUKQzeSIpVNxF+zdUEDRsKQMn8+Vg2bNA5kRDCHQT5BRHuH17/2ImTdXnrGPvpWHad2KVj\nMsEP/wScgAYXPKh3Gp908siqIWlRBJlNOicSrUGKVTehaRqJTz+NFqDG1eQ//lcc1dU6pxJCuIO9\nRXubnCuoLOC+ZffpkEYAUHwItn+ijntcDnHd9c3jozILLRwprgKkX9WbSbHqRszJycTer+4ktR46\nROHMN3ROJIQQollrXgGnXR2P/KO+WXzYShlZ5ROkWHUzUbfcTEDv3gCcmDOH6l1ymU8IXzckcUiT\nc3FBccwYM0OHNIKyo7D1fXXcZQIknqdvHh/magFICg+gc1yIzmlEa5Fi1c1oJhOJzz4DJhPY7eT9\n5XGcNpvesYQQOpo1fhZxQY3vcn5y2JP0jO6pUyIft3YGuHYVk1VV3VTX2lmXeQJQu1ZpmqZzItFa\npFh1QwHduxN9++0AVO/aRdG//61vICGE7maMmUFsYMNlzmU5y3RM48MshbDpPXWcNgqSB+ubx4et\nyzxBjU3NHpYWAO8mxaqbirnnbsxpaQAcn/E61kOHdE4khNBTz+ieLLt+GSPajQBgRc4K2SRADxkz\nwaZu6JFVVX25WgBMBo3hnWN0TiNakxSrbsrg70/iM08D4Kyp4eCEiezu0ZPD06bpnEwIoacxyWMA\nKKwqZEfhDp3T+JiqYtgwSx0nD4EOF+qbx8e5itX+qZGEBfjpnEa0JilW3VjQwIGY4uMbTjidWNZm\nsH/URVTt3KlfMCGEbi5Kvqj+eNlhaQVoU+vfAWvdDoMj/wTSI6mbnKJKMo9bAGkB8AVSrLo5W0FB\n03PHjnHknuk6pBFC6C0uKI6+MX0BWJ6zXOc0PqSmHNbVjRNMPA86j9M3j49zraqCFKu+QIpVIYTw\nMKNTRgOQVZpFVmmWzml8xKY5UF2ijmVVVXeuYjUmxJ+eiWE6pxGtTYpVNxdctwXryUzx8bR/Y6YO\naYQQ7sDVtwqyutomaqvUuCqA2B7Q7VJ98/g4q83B2gOFAIzsGoPBIN84eDspVt1cypw5jftWTSa6\nrFxBYK9e+oUSQugqLTyN1LBUQPpW28SWeWCpu+x84UNgkC+detp8qBiLVe0eJi0AvkH+xnmA9m/M\nxBAcrB7YbNgKC/UNJITQlaZp9aur249vp7BK/k1oNbYaWPOqOo7qCL2u1jePYMU+dS+HpsGFXaRY\n9QVSrHqAwF69SH77rfrHlox1OqYRQriDMSmqWHXiZEXOCn3DeKt5V8Kz8VCWqx5f8CAYTfpmEqzc\nq1a5+7aPICrYrHMa0RakWPUQgeedhyEoCADL2rU6pxFC6K1PTB+iAqIA6VttFfOuhMwVgLPh3PLn\n4Og2vRIJ4FhZNXvy1fgwaQHwHVKsegjNz4+gQYMAsGRk4HQ6T/MRQghvZjQYGZ2spgKsO7qOytpK\nnRN5mcyVTc+V58FHk9s+i6gnI6t8kxSrHiR4xHAAbPn5WLNkXI0Qvs5VrFodVtYcXaNzGiFan6tY\nDQ/0o19yhM5pRFuRYtWDBA8bVn9sWZuhYxIhhDsYkjiEQFMgIFMBWlzKkKbnQpNg8kdtn0UAYLM7\nWL1f3Ux4YZcYjDKyymdIsepBzJ07Y4pVlz2kb1UIEWAKYETSCABWHVlFraNW50RepNsljR+HJsFD\nuyGpnz55BD8eKaW0Sv0ZlxYA3yLFqgfRNI3g4Wp1tXL9epw2m86JhBB6c00FKLOWseXYFp3TeJEd\nn6mfDSZZUXUT0q/qu6RY9TDBw1XfqsNioWr7Dp3TCCH0NrL9SIyaEZBWgBZTuB/yt6vjkX+SFVU3\n4SpWeySGERcWoHMa0ZakWPUwQUNP6lvNkFYAIXxduH84A+IHAGqElUwKaQE/fd5w3Pta/XKIeje8\nncGPOSUAlFW1XLvLlNnrSfvzAtL+vIAps9e32PuKlqU55V82j5N5+eXU7D9A4IABdPjgfb3jCCF0\n9v6u9/nHxn8AMP+y+fSI7qFzIg/mdMLMwVC4DxL6wu9+0DuRz5syez2rDzTepS080I/bRnSgfWTQ\nOb/v2ysPsr+gotG5hLAAZk8dSO924ef8vqLlyVYcHiho2DBq9h+g6scfsVdYMIYE6x1JCKGj0Smj\n64vV5TnLpVj9NfJ3qEIVoM9v9M0iAFhzsOl2wqVVtbzy/f4W/1z5ZdXcMXcT6x4b2+LvLc6dtAF4\nIFffKjYblRs36BtGCKG7diHt6B7VHZC+1V/t5BaAXtfol0MIUU9WVj1Q8KBBYDKBzYYlI4PQ0aP1\njiSE0Nno5NHsKdrD3uK95Fbk0i6knd6RPI/TCT99oY6Th0JEsr55BAAjOsU0aQOIDfHnb9f0oVtC\n6Dm/7wOfbGPToeJG51xtAMK9yMqqBzIEBxPY7zxA5q0KIRTXCCuA5YeX65jEgx3ZCKWH1bHcWOU2\n3r9jCAkn3f2fEBbAxr+MY1zPeJKjgs75x2d3D2/0vgCf3zNc+lXdkBSrHsrVCmA9cJDaYwU6pxFC\n6K1bZDeSgpMA1bcqzoFrtqpmgF5X6ZtFNDJ76kASwgJafOVz9tSBRAeb6x+vPdC0P1boT4pVD9Vo\n61UZYSWEz9M0jdEpqiVo87HNlNaU6pzIwzjssPNLdZw2EkLi9M0jGundLpx1j41l3WNjW3Tls3e7\ncNY/NpbQANUVmXHwRIu9t2g5Uqx6qMA+fTCEhADSCiCEUEYnq2LV7rSz6sgqndN4mOwfwFJ3laq3\nTAHwJSajgSFp0QCsPXhCZhW7ISlWPZRmMhE0ZAgAlowM+cslhKB/fH/CzGGATAU4a64pAAY/6HGZ\nvllEmxvRWRWr+WXVZBVadE4jTiXFqgcLHq5aAezHC6nZ3/Lz5oQQnsXP4MfI9iMBWHN0DdW2ap0T\neQibFXZ9o467XAyBkfrmEW1ueKeY+uO10grgdqRY9WDBw4bXH1dmZOiYRAjhLlxTAapsVazPk+0j\nz8jBZVCttvKUKQC+qWt8SP2NVmub2YRA6EuKVQ9mTuuAKTERgArpWxVCACOSRmA2qC+6y3KkFeCM\n/FQ3BcAvCLpN0jeL0IWmaQzrpFoBMg6ewOGQ1jp3IsWqB9M0rX4qQOXGTTitVp0TCSH0FuQXxNCk\noQCsyFmB3WHXOZGbs1bCnm/VcdeJYJbtq32VqxWguLKWPfnlOqcRJ5Ni1cO55q06Kyup+vFHndMI\nIdzBmGTVClBUXcT2wu06p3Fz+xZBbd0NNX1kCoAvG163sgrSCuBupFj1cMHDhtYfW6RvVQgBjEoe\nhYYGyG5Wv2jelfDZbepYM0HncfrmEbpKjQ4iKVztaCXzVt2LFKsezhQdjX/37gBY1kjfqhACYgJj\nOC9Wbcm8LGeZjLZrzrwrIXNFw2OnDV7tB0e36RZJ6Ev1rapWgPVZRdjsDp0TCRcpVr2Aq2+1ascO\n7OXSZyOEoH43q0Nlh8gqzdI5jRvKXNn0XPlR+Ghy22cRbsM1b7WixsaOXNkFzl1IseoFXH2rOBxU\nrpdRNUKIhr5VkKkAQpypYY36VqUVwF1IseoFggYOQPPzA8CyVvpWhRDQIbwDaeFpgPStNqvjqKbn\n/ILghv+0fRbhNhLDA+kYoyZCyE1W7kOKVS9gCAwksH9/ACwyb1UIUce1urq9cDsFlQU6p3Ezt3wN\noUmNz9VWwsp/gFW22/RlrtXVTdnFVNfK6Dd3IMWql3D1rVqzs6k9elTnNEIId+DqWwU1c1WcYvJH\nqmANiYeYrurc/sUw93KwyKqar3LNW62xOdh6uETnNAKkWPUawSMatl6VEVZCCIA+MX2ICVRfeKVv\ntRlJ/eCh3fDHfZC+HDqNVedzN8O746FIbkzzRUM7RtUfZ0grgFuQYtVLBPTsiSE8HJC+VSGEYtAM\nXJR8EQAb8jZQYa3QN5A78w+BGz+B8+qmARQdVAWrjLLyOdEh/nRPCAXkJit3IcWql9CMRoKHDAHU\nyqrTIfPhhBANfau1jlpWH12tcxo3Z/SDq96ECx5Qjy0F8O9L4aCsSvsaVyvAtpwSLDU2ndMIKVa9\niGuElb2oiJq9e3VOI4RwB0MShxBkCgJg2WEpuk5L02DckzDpBUADawV8cB1sn69zMNGWXPNWbQ4n\nG7KLdE4jpFj1IsHDh9UfSyuAEALAbDRzQbsLAFh9ZDW19lqdE3mIIXfBde+B0QwOG3yRDmteA9kN\nzCcMTovCaFBbFsvWq/qTYtWLmFNS8GvfHpARVkKIBmNSVCtAeW05G49t1DmNB+l1NUz5AvzV/QAs\neRy+ewykzcrrhQb40aed+v8u81b1J8Wql3GNsKrcvBlHTY3OaYQQ7uDC9hdi0kyAbBBw1tIuhGkL\nITRRPV73Bnx+O9jk31dvN7xu3urOo2WUVFp1TuPbpFj1Mq4RVs7qaqq2btU5jRDCHYSZwxiYMBCA\n5TnLccql7LMT3wtuXwIx3dTjnV/A+9dCtewd781cN1k5nbAuU/pW9STFqpcJGjJE3SCA9K0KIRqM\nTlYbBByrPMauol06p/FAEckwbREkq6krZP8A710CZXn65hKtZkBqJGajKpNk3qq+pFj1MqbISAJ6\n9gSkb1UI0cDVtwoyFeCcBUWpbVq7X6YeH/tJzWI9vk/fXKJVBJqNBPipMmluxiGmzF6vcyLfJcWq\nF3JNBajeuRN7iWwV11bSF6fTd25f+s7tS/ridL3jCNFIQnACPaJ6AKoVQJwjv0C4fh4MnKYelx6G\nOeMhZ4O+uUSLu2n2OsqqG2asrj5QyNDnl/JTrrR/tDUpVr2Qa94qTieWdfKdYFtIX5zOurx1OOv+\nW5e3jtHzR7OzcKfe0YSo51pd3V+8n5zyHJ3TeDCDES79J4z+i3pcVQxzr4A93+qbS/xqOUWVzN+Y\nwwOfbGPNgaYjq/LLqrlj7iYdkvk2k94BRMsL7N8fzd8fZ00NlowMwiZO0DuS16qsrWTVkVWsy1vX\n5LnCqkImL5hMn9g+dInoQueIznSK6ESXyC5EB0Sj1fUWC9FWRiePZua2mYCaCnBLr1t0TuTBNA1G\n/QlC4+G/fwBbFXxyE1z2Lxhwq97pxBnKL60mI7OQtQdOkJF5giPFVXpHEs2QYtULGfz9CRowAMva\ntdK32gqqbdWszl3NouxFrDqyiirbz//j5sTJ9uPb2X58e6Pz4f7hdI7oXP+jU0QnukR0ISIgorXj\nCx/WNbIr7ULakVuRy7KcZVKstoT+t0BIPMyfqgrW//5e3XR10aP1N7sK93G8vIZ1maowzTh4gqxC\nS7OvCw0w4Wc0UGRpPLIqISyA2VMHtkVUcRLNKTNMvNKJ2bMpeOllADotWYw5OVnnRJ6t1l7L2qNr\nWZS9iOU5y7HUNv4HzqgZsTvtjc6F+oUyNHEoJ6pPsL9kP+XW8tN+nuiAaDpHdqZLRBc6RXSqL2ZD\nzCEt+usRvuuFjS/wn13/waAZWHH9CiIDIvWO5B1yNsKH10NV3Yij/lNVq4BR1oT0VGyxsj5LFaYZ\nmSfYd6yi2dcFmY0MTotiWMdohnWKpldSOEaDxtDnl5JfVg2oQnXdY2PbMr6oI8Wql6retYusa64F\nIOGpp4i84XqdE3meWkctG/I2sCh7EUsPL21SbAaZgrgo+SImdpjIiHYjmPTFJAoqCwCIC4pj6XVL\n61/rdDo5XnWcA8UHOFCifhwsOciBkgNU2ipPmyUhOKF+9dVVwKaFpxHkF9Syv2jh9Tbmb2Tad+rm\noGdGPMNVna/SOZEXKdwP718DJYfV426XwLXvgln+nraVsupaNmQW1a+c7s4va3aHXH+TgYEdIhne\nKYahHaPp2z4cP2PT23h+yi2t71GdPXUgvet2tRJtS4pVL+V0ONg/4gLsxcWETpxI+1f+pXckj2B3\n2Nl0bBOLshfx/aHvKalpPE0hwBjAyPYjmZg2kQvbXUiAKaD+uV0ndnHfsvsAmDFmBj2je5728zmc\nDvIt+fUFrKuYzSzNpMb+yzvkaGi0C2lH58jOjVoK0sLTMBvN5/CrF77A5rAxev5oSmpKGJ08mtfG\nvKZ3JO9Sng8f/Abyd6jH7QfDjZ+osVfiV5kyez1r6uadjugUw/t3DKHSamNjdjFrDxay7uAJduSW\n4mimqjEbDfRLiWBYx2iGd4qmX0oE/iZjG/8KxLmSYtWL5T74IGXfLsQYHk6XtWvQjPIXszkOp4Nt\nBdtYlL2IJYeWUFjVePizn8GPC9pdwKS0SYxqP6pNVjPtDjtHKo7UF7AHSw6yv2Q/2WXZ2By2X/xY\no2YkOTSZLpFdGvXDJocl42fwa/Xswv393+r/45uD3xBgDGDVb1cRaArUO5J3qS6DT6ZA1kr1OLoL\nTPkcIlP1zeXBpsxez+oDp/zbbNRwOJzYm6lijAaN89qHM6xTNMM6xjAgNZJAs3wN9FRSrHqxg5de\nivVgJgABffuSNv8TnRO5D6fTyY7CHSzKXsTi7MUcqzzW6HmTZmJY0jAmpk1kdPJoQs2hOiVtrNZR\ny+Gyw+wv2a/aCOpWYg+XH8bhdPzix5oMJtLC0+gc3pnOkQ1F7NMZT7MhX82IHJI4hFnjZ7XFL0Xo\naOnhpfxh+R8AeHX0q402DBAtxGaFr++BHZ+qxyEJMOUzSOijby4PlfbnBc1eznfRNOidFM7wTtEM\n7RTNoA5RhPhLv7C3kGLVSx2eNq3Jdqum+HjavzGTwF69dEqlL6fTye6i3fUFam5FbqPnjZqRwQmD\nmZg2kbEpYwn395zepBp7DVmlWU1WYk/9NZ6JuKC4M25jEJ6psraSkZ+MpMZew1Wdr+KZEc/oHck7\nORyw5HHIeF099g+DG96HjqP0zeWB0h5dQHPFSpDZyKu/PZ/BaVGEB8qVI28lxaqX2t2jJ819G2qK\nj6fLyhVtH0hH+4v3syh7Ed9lf8ehskONntPQGBA/gElpkxiXOo6oAO/qK6usrSSzNLNRP+yBkgNN\nVpJPdeoNYsL73LfsPlbkrCDSP5Ll1y/HaJBLpK1m7euw+P/UscEPrnkbel+rbyYPsuZAITe/u75J\nL6prjJTc9OT9ZI1ceKWs0ixVoGZ9x8HSg02e7xfbj4lpE7k49WLiguJ0SNg2gvyC6B3Tm94xvRud\nL7OWkVmSyc0Lb9YpmdDbmOQxrMhZQXFNMduOb2NA/AC9I3mv4fdCaAJ8+Ttw1MJn06D8GAy7R+9k\nbu+H/ce5Y+6mZgtVGSPlO6RY9VJBQ4dSmdF8G4C3yinP4bvs71iUtYi9xXubPN87ujcT0yYyPnU8\niSGJOiR0H2HmMPrF9WNo4tBmd9/qHN4Zm8OGySD/RHirUcmjMGgGHE4Hyw4vk2K1tfX5DQTHwMdT\nwFoO3/0Zyo/CuKfBIDufN2flvuOkz9uE1ebAaNB46OKuzMtQV8dkML9vkTYAL2XJyODwbdPqH3vr\n5f98S359gfrTiZ+aPN8tshsT0yYyocMEkkNlY4TmjP10bP18WJNmwuZU0wYmpU3i+Quel4LVi01d\nOJUtBVtIDk1mwdULZAvgtpC3XY22qqhrxelzPVw5E0wybu5ky/cUcNf7m7HaHJgMGq9NPp9L+vj2\nIoMvk69CXurEnPfqj02xsV61onq88jiLDy1mUdYith3f1uT5TuGdmJA2gYkdJpIWnqZDQs8yY8yM\n+vmwf7vgb7y46UX2FO1hYdZCNDSev+B56Wf0UmNSxrClYAs55TkcKDlAl8guekfyfol94fYl8P61\ncGI/7JgPlgJ145W/e0wd0dvS3ce4+/0tWO2qUH39xv5M7J2gdyyhI59aWT08bRqWDHXJM3jYUFLm\nzNE5Ueuo3rePrCuuBCDyxhtJ+OvjOic6O+mL01mftx5oGKV0ouoE3x/6nkXZi9h8bDPOU+4LTQ1L\nZUIHVaDKF9xfp6S6hPQl6ewp2gPAZR0v49kRz0rB6oUOlx3m0i8vBeC+8+/jzr536pzIh1hOqO1Z\nc9XuSCT0hZs+g9B4fXPpbPHOfKZ/uIVauxM/o8YbNw3g4p6+/XsifKhY9aVRTkcf/TOlX30Fmkan\n7xZhTknRO9IZS1+c3qSH0mwwY3PYcNB4jmi7kHb1BWr3qO5yCbMFlVSXcMfiO+p7fy/veDnPjHhG\nClYvdPXXV3Og5AC9onvx8WUf6x3Ht1gt6marfYvU44hUmPIFxHTWN1cbq9+Zqq4acaJ2nHpzSn/G\n9pBCVYDPdHW7VlRPZjt2jCP3TNchTeupPXaM0gULAAi9+GKPKlSB+hXVk1kd1vpCNS4ojpt73swH\nl3zAwmsW8sCAB+gR3UMK1RYWERDBrPGz6BrZFYD/Zv6Xv679K3aHXedkoqWNTh4NwM4TO8m35Ouc\nxseYg+GGD+D8uqkcJYdgzng4slnfXG3ItTOV06mKVNfq2Z8v6S6FqqjnM8Wqryh+/32orQUg+vZp\np3m15wg0BTJ34lyW/GYJDw96mL6xfaVAbWWRAZHMHj+7vq3im4Pf8MTaJ6Rg9TIn7161ImeFfkF8\nldEEV8yAUY+ox5UnYO5lsG+xvrnayJqDhc2ef3tlZhsnEe7MJ4pVe0kJWlDT/dyNkZFedeORvcJC\n8cdqS9XAAQMIPO88nROdvSGJQ5qciw2M5d8T/03/+P4YNJ/4I+s2XAVr5wh1WfLrg1/zZMaTp93a\nVXiOntE962cNLzu8TOc0PkrTYPRjcNm/QDNAbSV89FvY+r7eyYRwC17/ld9eVsbh2+/AabE0eU4L\nCMCcmqpDqtZR8tmnOMrLAYiedpvOac7NrPGzmgzpf2TwI7L1p46iAqIaFaxfHfiKJ9dKweotDJqh\nvhVgY/5GyqxlOifyYQOnqakApgBw2uHr6bDyxWZ3I/QWIzrFNHu+V7swamxyFUcoXl2s2isqOJye\nTvXOnQAEjxiBKT4OQ6gaD2LLy6PghRf1jNhinLW1FM2bB4C5QwdCRo/WOdG5mzFmBnFBcWioy/zf\nZX+ncyIRHRjN7PGz6RTeCYAvD3zJ0xlPS8HqJcYkq1YAm9PG6iOrdU7j47pfCrd8DQER6vHyZ2HB\nQ+Cl7Tfv3zGEhLCA+seGuu6upbsLmDJ7PScqanRKJtyJ1xarDouFnPQ7qf5xOwCh48eT/PZbdFm5\nkq4b1hM0dCgAJfPnY1m7Vs+oLaLsu8XYjuYBEHXbbWgevCNKz+ieLL1uKZd1vAyAH478QGVtpc6p\nRHRgNLMnzKZjeEcAPt//uRSsXmJQwiCMmpr08MgPj5C+OF3nRD4uZSjcvhjC6zYy2fQuzL8Faqv0\nzdVKZk8dSEJYAAlhAcy9bTADUiMB2JhdzJUz17A3v1znhEJvXjm6ylFZSc6dd1G5Sc3s1+7PAAAg\nAElEQVSvCxk7lvav/AvNz6/+NdYjR8i84kqclZX4JSWR9s03GEOC9Yr8qzidTrKuvZaaXbsxRkXR\nedlSDAEBp/9AN7cyZyX3LrsXgBdHvsjEtIk6JxIAhVWFTPtuGlmlWQBc1/U6/jL0L9JP7MGaGxkX\nFxTHjDEzpAVHT2VH4f3fQIG6OkjKMJj8EQRG6purlVXX2nnsix18sTUXgGCzkdcmny/TAXyY1311\ncVRVkXPP9PpCNXjUSNr965+NClUAc/v2xD30IAC1R49y/J8vt3nWllK5fj01u3YDEHnTjV5RqAIM\nSxpGqJ9q2ZBWAPcRExjDu+PfpUNYBwA+3fcpz617Di/8vtdnNDcyrqCyoH5nM6GTsCS47VvocKF6\nfDgD5kyE0iP65mplAX5GXr7+PB6Z2B1NA4vVzh3zNvHOqoPy74yP8qpi1VFTw5Hp91K5rm6XqhEj\naP/aaxjMze+5HDl5MkGDBgFQ/OFHWNY1/QfbE5yo24lLCwgg8sYbdU7TcsxGM6NTVO/tD7k/YKlt\nepOc0EdsUCxzJsypL1jn75vPc+ulYPVEhVWFTXaEE24kMAKmfA69rlaPj++B2RfDsV365mplmqZx\n90WdeHvKAILMRpxOeP7bPTz82Xa58coHeU2x6rBaOXL//fX9p0HDhtJ+5usY/P1/9mM0g4HE555F\nCwwEIO8vf8HRzNQAd1a9bx+WVT8AEHHN1Zgivevy0IQOEwCosdewMmelzmnEyWKDYnl3QsMK6yd7\nP+H59c9LweohnE4nn+/7nCu+uqLZ511tAMINmPzh2jkw5HfqcflRtcKa7f03w43vlcBnvxtOuwj1\ndfrTzUfkxisfZHzyySef1DvEr+W0Wsn9wwNYVqwAIGjQIJLfegtDXRH6S4zh4RiCgrD88AOOsjIc\nlZWEjBzZyolbTsFLL1OzZw9oGu1eehFjRITekVpUUnASH+75EKvdisPpYFLaJL0jiZME+wUzLnUc\nK4+spLSmlJ9O/ERJTQkXtLtANm1wY9ml2Ty44sH6v1sA/kZ/7E61YhUXFMfS65YSGxSrZ0xxMk2D\nzuPALxAyV4C9BnZ8BjFdIa673ulaVWyoP1ecl8TmQ0XklVZztKSab3fkMaJzDDEhP78gJbyHx6+s\nOmtryX3oj1QsU8OsAwcMIPmtN8+oUHWJnHITgQMHAGoHqMqNG1sla0urPVZA6f/+B9RtrepFM2Nd\n/Ix+jE0ZC8Dq3NVUWCt0TiROFRcUx7vj3yUlVG3t+9Gej/jHxn/ICqsbqrXX8s72d7j2m2vZdEz1\n9ccFxfHa6NeYN2kecUFxsqLqzjQNLvgDXP02GExgt8Knt8L6d/RO1upiQ/35MH0o15zfDoAjxVVc\n++Zalu05pnMy0RY8emXVabOR+/DDlH+ntqULPO88kmfNOuu7+jVNI6h/f0o+/Qzsdio3bybiN79p\nclOWuznx9ttU1RXWSc89i19Cgs6JWofZaGZB5gLsTjudIzvX71cv3EeIOYSxKWNZkbOCMmsZOwp3\nUG4tZ0TSCFlhdRPbj29n+tLpLMpehN1pR0Pjt91+yyujX6FbVDdig2KZ2msqU3tNlRVVd5fQG9oN\nhN3/A4cVDiwBmxXSRqmC1kuZjAbG94rH38/AmgMnsNodfPPjUUL8TZyfEiH/1ngxjy1WnXY7R//8\nGOULvgUgoHdvUua8izE05JzezxgRgRYYgGX1GhylpTirqwi58MKWjNyi7BUWjj78MM6aGgL79yd2\n+nS9I7WaxJBEPtrzETX2GuxOO5ekXaJ3JNEMV8G6/PByyqxlbC/cTkVtBcOThssXER1Zai28vOll\nns54mqLqIgA6hXfi1TGvcn236zEbm78BVbi5qI7QeQzsWaC2Zz2cASWHoesEMBj1TtdqNE1jUIco\nuieEsXR3AbV2J6v2F5JXWsWornEYDfJvjTfyuDmrh6dNw5KxrtH2c/49e5D63nsYw8N/1Xs77XYO\nTbmZqq1bQdNI/eB9gvr3/7WRW9zhadOwrM2of9z+9RmEjht35h+bUTctYdhQUuomCbi7J9Y+wRf7\nv8DP4MfKG1YSag7VO5L4GXkVedz23W3kVuTWn9PQGJI4hFnjZ+mYzPeszFnJs+ufJd+SD4CfwY87\n+97J7b1vx8/o3leOxBkqyoT3r1U/g+prvW4u+J/bwo0n2Xm0lPS5mzhaWg3A4LQo3poygKhg+QbM\n23hUsXpqkQaAyUTy7FmE1O1I9WvVZGaRdfXVOGtqMKemkvb1V241t7S53wNjRATRv7sLc0rKL37s\n8ddeo2bP3kbnTPHxtH9jJoG9erV41pa0Nnctd31/FwDPX/A8l3e6XOdE4pfkVeRx+VeXU2NvfMeu\nDJpvG4VVhfx9w98bzSfuH9efJ4Y/Ub8DmfAiFcfhw+vh6Bb1OOl8uPFTCPH+do6C8mrunLeZbTkl\nACRHBfLu1EF0jZcFDW/iUcXq7h49G62oupji4+myckWLfZ4T786h4MUXAbV1afwj/9/encdFWa5/\nHP/Mxr4JCKggoKm57/u+W9mxTqmVlblgmeXJLE0zNTPNLMvINS217agtv0pzy+W4r5kamivIIggI\nguyzPL8/RkdJKhfgmRmu9+vVS+cenPmiMXPN/dz3dY8rtce+W3/1d3A3SvvvrywYLUa6rerG5cLL\ndA7tzMfdP1Y7kvgHjZY3KrF/57Wd5qL0KYrC92e+572D73GlyHpEpbfBmzEtxvBIrUfklDFnVpgD\nqwfDmV+stytFwlPfWZcLOLkCo5nXvj3K//12AQAvVz3Rjzel671BKicTpUVeuUrg/8xg3Bo3AiBj\n+XLyDh9WOZEwaK93Bdh1YRfZRdkqJxLCvpzPPs+wjcOYsnuKrVDtGd6THx76gf61+0uh6uxcveDx\n/0LjqwfDZMbC0l5wwfnfv9wMOj4Y2IRXe9cBIKfQxLDlB1iy45x0JXESDvXq5d6kyU1j1y5jlyaN\nTkfVGTPQuLiAxULyxNexFBSU6nPcCkVRMF26RN7Bg1z+5htS33sP3R02/dd6eaH1vLlLQln8/ZWV\nawcEmCwmtsZvVTmN+CetQlrdNCZtkUqf0WLkk6Of8O8f/s2BFGt3kCCPIOZ2ncucLnNkZ39FojPA\nQ/Oh41jr7dw0+OyB67OtTkyj0TCq6z0sfLI57gYdFgWmrz3Ba98eo8hkUTueuEsOtQwgfeFC0j6c\na7td1pev0z/5hLT35wAQMHwYQa+8UibPY8nLo+j8eYpiYymMi6MoLo6iWOuvlitXbukxtJ6euERG\n4hIRYf0v8uqv4RHFWnmd7twF00VrXzpHuPx/I5PFRLdV3cgszKRjtY7M7zFf7Ujib/x49kde3/m6\n7bZc/i99R9OOMnXPVE5nngasG9kG1BnAS81ewsvF+TfYiL+x/xP4+VVAsfZk7TcPGj+mdqpy8XtS\nFlErDpIsG6+chkMVq+cefJDC02dAr0cfEFDmG4MUk4m4x5+g4Ngx0GqJ+O/XuDdqdMePZUxKoigu\njsLYWGtBGmctUK8Vj/9Ir8clLAxdYCAFMTFo9HqCXn0F7y5d0AUG3lJ7oPyYGBKft7a5coSNVX82\nbc80Vp9ajV6jZ9vAbfi63l0HCFE2LIqFf//wb85mnUWLlkCPQNlYVYpyjblEH47mqxNf2dYF1/St\nydR2U2kSdPMVKFFBHf8Bvo2ynnYF0GMqtH/JqXuxXvPnjVfV/T1YOrgFtWTjlUNymGK14NQpYv/V\nD4DKY8YQ+OyIcnveuEceRTEarQMazV+2fFIUBXN6urUgvWF2tCgujqKEBLj2GP9AHxxcfHY0IgLX\nyEgM1aqh0etL8btzPPuS9zF843AAprWbxsO1HlY5kSjJ1vitjN46GoCXm7/MkAZDVE7kPLYnbuet\nvW8Va0cV1SiKYQ2GSc9UcbO4XfD141CYZb3d6lnoM9Ope7FeU2A0M/7bo/xwdeOVt6uej55oStc6\nsvHK0ThMsZr6wYdcWrQIgJqbNuISFlZuz32mVy+M8QnFxnT+/lQa/DSYTMWKUkvOrR0HqvXyun7Z\nPjIC12uX78PDS1xbKqxMFhMtv2yJyWICoE2VNtK7084oisKT657kaNpRvA3ebHx0o1ySLgXp+enM\n2j+L9XHrbWPNgpoxpe0Uavg5/45vcRcuHrf2Yr1iLdqo1w8eXgwG+2nLWFYURWH+trPM3mBt26jV\nwMT76zKsQ6QcVuJAHKJYVRSFs716Y0xIwK1xIyJXrizX57/jdlEGAy7Vq1+dHQ3H9YY1pbqAAPlB\nuQNRG6PYm7y32Jj07rQvB1MOMmSDdSZ1eMPh/KfZf1RO5NgUReH/zvwf7x18z9YFw8vgxZjmY3i0\n9qOyy1/cmqxEa8Ga9of1dngHeOxLcPdTN1c5Wf97MmNWHiHfaAbgsZZhTOvXABe9/Pw4AocoVvOP\nHiVuwEAAgie8hv/gweX6/P9UrOpDQm6eIY2MxFC1aoW/bF+aLIqFJiuaSO9OOzfyl5HsTNqJi9aF\nDY9uINA9UO1IDut89nmm7ZnG/pT9trEe1XswofUEgjzkUqa4TfmZ8PUTEL/bejuoPjz5DfhUVTdX\nOfk9KYvhyw+Skm3deNX66sarSrLxyu45RCWVvfZn6280Grz73Ffuz+/Zts1Np0ZpfX0JeWMS3t26\nofXwKPdMFcnpzNP8dO4nfj73c4mFqrAfJzNOsjNpJwAP13pYCtU7ZLQYWR6znIVHFtpOAQtyD2Ji\nm4m2fsNC3Db3SvDU9/DdcDjxE6TGwJKe1sMDKtdRO12Za1DNlx9faE/U54c4knCZfbEZPDR/F0sH\nt+CeINl4Zc/sfmZVMZs507UbptRUPFq1InzFclVyOHLLJ0d0Mfci62LXsebcGk5mnvzbr5VlAPZj\n3PZxrItdh1ajZc3DawjzLr+15c7iWNoxpu6ZyqnMU7axgXUG8p9m/8HbRd5QRSmwmGHdODiwxHrb\nzQ+eWAnVS+fYcntXYDTz6jdH+enI9Y1X0U80pYtsvLJbdj+zmnfoEKbUVAB8HnhAtRyh8+cVa/kk\nSl+uMZdfzv/CmnNr2Je876ZZ1GZBzXigxgMsPLKQtPw0QC7/25OEKwm2s+h7R/SWQvU25RnziD4c\nzZcnvrT9v1/DtwZT202laVBTldMJp6LVwf3vgXcIbJkOBZdhRT94ZCnU7at2ujLnZtDx0WNNqB3k\nxfubTnGl0MTQZQeY9EA9hrSPkP0kdsjui1XbEgC9Hu9ePVXL4V6/vsymlgGjxcieC3tYc3YNWxO2\nUmAuflJYhE8EfWv05f4a99uKnwaBDXhxy4sAchqSHVkesxyLYj0pZliDYSqncSzbE7czfe90knOT\ngavtqBpGMayhtKMSZUSjgU6vgncV+HE0mApg1VPWIral8//8ajQaXuxei3uCvBiz6jcKjBamrTnO\n6dQcpvWrj0EnG6/siV0vA1CMRk537IT58mU8O3ei+tXWVcKxKYrC7+m/s+bcGtbHrSejIKPY/f5u\n/twXeR99a/SlfkB9+ZTrANLz0+nzbR8KzYV0qNaBBT0WqB3JIaTnp/Pu/ndZF7fONibtqES5O7UR\nVg8GY571dqdx0HVihTg8AG7eeNWmhj8LBsnGK3ti18VqzvbtJIx4FoCqs97Bt18/lROJ27G+X1vC\nTlpPD0mo40f9L1ax9txa1p5bS1x2XLGvddO50bV6Vx6s8SBtqrbBoDWokFjciT+3E/us92e0CGmh\nYiL7J+2ohN1JPARf9Ye8S4C1AY6Chhi3JjScsE3dbOUgNbuAqBUHOZJoPTwhPMBDNl7ZEbsuVi+M\nH0/WDz+icXWl1q6d6LyksbijWN+vLeFXC9VrLnnDu4/qiA2xflrXarS0DmlN35p96V69O54GOQzB\n0Ujf29sXnx3PtD3T2JeyzzYm7aiEXbh0lqLoNrhQVGw4FX+yH/6cexp3UClY+Shp49XHg5rRuXZl\nlZMJuy1WLQUFnG7fAUtuLt69ehH60Vy1I4nbEHNvXUqaG7rkDXMnN6Bvjb7cF3mfvDk7uEbLG0nf\n21sk7aiEI7BM8UOruflnOkXxZ/+/d9G1TmW83Zz3ypeiKERvOcOcTdZuHFoNvNG3Hs+0k41XarLb\nDVY5/9uOJTcXULcLgChdWo2W1Q+uVjuGuEtZhVnM2DdD+t7eot/Tf2fq7qnF2rBJOyrhSBRg9NeH\ncdFpaX9PAH0ahNCjbjABXq5qRytVGo2G0Vc3Xr18dePVmz8d59RF2XilJrstVrN/tnYB0Hp64tW5\nk8ppxO0oSkhA0WrAUryQyfTR4vfhLJVSidKyK2kXk3dPJjUvtcT7ry0DENfbUX31x1e2TgnSjkrY\nsxi3JjQsPFxsLEXx5wXlVQCKzBa2nkxj68k0tJpjtIzwp0+DEHrVD6Gan7sakcvE/Q2rEFbJg6gV\n1o1XX++PJy49l/mDmsnGKxXY5TIAc04Op9t3QCksxLffv6g6SwocR2G+coW4xx6n6OzZYuOZPlra\n7Y9RKZUoDXnGPOYcmsPKkyttY51CO3H80nHS89MBufx/ox2JO5i+dzoXcq3r3/RaPSMajpB2VMLu\npU6NJAhrl5ZU/AmaGkuRycKec5dY/3sKm46nkJ5TdNOfaxTqS+/6IfSuH8I9Qc6xx+Ti1Y1XR4tt\nvGrpNN+fo7DLYjXrxx+5MG48AGGLFuLVubPKicStUEwmEp59jtxdu6y3e3fi8h7r0Zt+H86iXjvn\nbzbtrA6nHub1na+TcCUBAA+9B+Nbjefhex7mRMaJYn1vK/rGqkv5l5h1YBbrYq+3o2oa1JSpbadK\nOyrhEM4c2YnP908BlLixymxR+DU+k/W/p7AhJoXEzPybHuOeIC/6XC1cG1Tz4aml+9l11vqhtn3N\nQL4Y3rrsv5FSkl9k5pVvjrD2qLUPsrebnnlPNKOTbLwqN3ZXrMYPHUru7j3WG3o99x7+FY3BeRdz\nO5OUaW+R+dVXAHh160Zo9EdodDqVU4m7UWQuYt5v81gWs8x2Gbt5cHOmt59OqHeoyunsi6Io/HD2\nB947+B5ZhdZZGGlHJZydoijEXMhmQ4y1cD11Meemr3HVayk0WYqNhfi4sWRwCxpU8y2vqHdFURTm\nbj7Nh7+cBqwbryb3rcdg2XhVLuyqWC1WqF6lDw4mdP483OvXVymVuBUZn3/BxbffBsC1bl0ivvgc\nrae0onJkJzNOMmHnBE5nWl+cXbQujG42mqfqPSWF15/EZ8czbe809iVfb0fVvXp3JrSaQLBnsIrJ\nhChfZ9NyrhauFzmScPlvvzbEx429Ex2rE8bao8mMXW3deAXwROvqvPkv2XhV1uyqWD1Rt561E/Gf\n6IOD5ahTO5azfTsJz40EiwV95cpErF6FISRE7VjiDpksJpbFLGPeb/MwWUwA1PWvy8yOM6npV1Pl\ndPbFaDGyImYFC44ssLWjquxemddbv073cMd6ExaitCVn5bMx5iJTfix5v4KPu55fJ/VE72CF3tHE\ny0StOMjFbOvPfLuaAcwf1Aw/D1mLXlakWBV3peDUKc4//gSW3Fw0bm6Ef/457g0bqB1L3KHz2eeZ\nuHMiR9OOAqDT6BjRaARRjaLkVLE/iUmPYcruKcXaUQ2oPYCXmr8k7aiEuMGTS/ax80x6iffVrOzJ\nq73r0Lt+iENdTk/JKmDE59c3XkUEeLD0mZbUrCwbr8qCXRWrJS0D0AX4E7Z4sSwDsEOm9HTiBgzE\neMG627na3Ln49O6lcipxJyyKhZUnVzLn4BwKzNbzsSN9I5nRYQYNAuXDx43yjHl8/NvHfHniS9s6\n3kjfSKa2nUqz4GYqpxPCPrWZsZmUbOtri6+7AQ8XHclZBbb7G4f5Mb5PHdrVDFQr4m0raePV/EHN\n6FhLNl6VNrsqVgFOd+6C6eJF2223Ro2I+Por2ahjZyyFhcQ/PZj8I0cAqDxmDIHPjlA5lbgTKbkp\nvLHrjWLHpj5V7ylGNx2Nm95NxWT2Z2fSTt7a81axdlRRDaMY3nC4tKMS4m/8npTF8OUHAVgyuAX3\nBHnx+Z7zzNt2hst5RtvXdawVyPg+9zrsxiudVsOUB+vxdNsIdYM5GbsrVvNjYkh8fhSWnBzbCVbB\nb0zCf9AglZOJaxRF4cIrr5K9di0Avg89RJWZMxzqEo6w/juuObeGmftmcsV4BYCqnlWZ3mE6LUNa\nqpzOvlzKv8S7B97l59ifbWNNg5oype0UWccrxF3ILjCy+H/nWLozlnyj2Tbet1EVxvaqQ2SgY2zU\nXXP0AmNXHbF1PXiyTXWmPCgbr0qL3RWr11jy8zn34L8wJiai9fSkxs9rMQTLrlp7kDZvHunRHwPg\n3qI51T/9FK2LzCo5koyCDN7a8xa/xP9iG3v4nocZ13IcXi4Ve81V1MYo267+1lVa07dGX2YfnC3t\nqIQoQ6lXCvh4yxm+2heP6erph3qthoEtwxjdvRbBPvZ/ledIgnXjVeoV68YrX3cD2flG0Dheb1l7\nY7fFKkDOjh0kRFkvLXv36kXoR3NVTiSy1q7lwthXADCEhRGxaiX6SpVUTiVux5b4Lby5500yCqwn\n1AS4BTC13VS6hHVRN5gdiNoYVWw5xJ9JOyohytb5S7nM2XSKH367YBtzM2gZ0j6S5zrXxNfdvjd6\npmRZT7w6lpR1032O1lvWnth1sQqQ9PJYsn+2XnoLnT8f725dVU5UceX/9hvnnx6MUlSE1tubiP9+\njWtNuQTqKK4UXWHW/ln8cPYH21jP8J680eYNKrnJBw6ARssboXDzS6IWLe93eZ8e4T1USCVExRNz\nIYvZG06y7WSabczX3cDILjV5pl0Ebgb73ceSX2Sm7uT1Jd7niL1l7YHdF6umtDTOPtAXS3Y2+qpV\nqPnTT9JsXgXGpCRiBwzEfOkS6HRU/2Qxnu3aqR1L3KL9yfuZtGsSyblXd626eDOx9UQeiHxA1hrf\n4K+K1cruldkyYIsKiYSo2Paeu8S76//g1/jrBwwE+7jyUo/a9G8earc9WiMnrC2pE6cUq3fIPv+V\nb6CvXJmgsWMBMF1IJu3jeSonqnjMOTkkPDfSWqgCIW9MkkLVQeSb8nln/zsM2zjMVqi2rdKW7/71\nHX1r9JVC9U9q+Na4aSzII4iPu3+sQhohRJsaAXw7sh2fPN2C2sHW9fQXswuZ8N0xen2wnbVHk7HH\nObd7g2/utXxtGYC4fXY/swqgWCycH/Qk+YcPg05H5OpVuNWrp3asCkExmUgYNYrc/20HwH/w0wRP\nmKByKnErjqUdY+LOicRlxwHgrndnbPOxDKgzQIrUEvx87mcm7Jxg650K1kJ1c//NKqYSQlxjtih8\nfziJDzadIulyvm28YTVfxve5lw617KNH687T6QxddoAi8/XXEplRvTsOUayC9aSk2H8/AiYTbg0a\nELHyv9J7tRykzJhB5orPAfDq3JnQ+fPk793OGc1GFh1dxJJjSzAr1lYwjSs3ZkaHGVT3qa5yOvu0\n6fwmXv3fq5gVM646Vzz0Hhh0BqK7RVMvQD4YC2FPCoxmvtwXz7ytZ8jILbKNd7gnkHF96tAo1E+1\nbIfOZ/LU0n3kFZnRa8HbzYCrXicbq+6SwxSrAKlzPuDS4sUABL/+Ov5PPalyIueW+fXXpLw5DQDX\n2rUJ/+ordF6yXtienck8w8SdEzmRcQKwNq0f1WQUQ+oPQaeVDxkl2ZawjTFbx2BSTLjp3JjfY770\nmRXCAVwpMLJkRyxLdpwjt+h6j9b7G4Ywtledcj/69ERyNgMX7SG7wIRWA9GPN+OBRlXKNYOzcqhi\n1VJQYO29mpBg7b26dg2GkBC1YzmlnJ27SHj2WTCb0QUGErnyvxiqVVM7lvgLZouZz49/TvThaIos\n1pmG2pVqM6PDDOr411E5nf3anbSbF7a8gNFixEXrQnT3aNpVlfXYQjiS9JxCPt5yhi/3ncdotpY0\nOq2GAS1C+U/32oT4ln2P1tj0XPov3EN6jrXH6qxHGjKwpVzJKi0OVazC1SJq+HAAvHv2JDT6I5UT\nOZ/CM2eIe+xxLDk5aFxcCP98Be6NG6sdS/yFhCsJTNo5iV9TfwVAq9EytMFQRjYeKUeA/o0DKQcY\n+ctICs2F6LV6PuzyIZ3DOqsdSwhxhxIy8vhg0ym+/y3JthPfVa/lmfYRjOxcEz+Psnk9vHA5n/4L\n99jW0U56oC7DO968WVPcOYcrVgGSXnmV7DVrAAidPw/vbt1UTuQ8TBkZxA0YiDExEYBqc97H5/77\nVU4lSqIoCt+c/obZB2aTb7K+SFb3rs7bHd6mSVATldPZt8Oph3l207Pkm/LRaXS81/k96aEqhJP4\nIyWb9zac5JcTqbYxbzc9z3WuyZD2EXi46EvtudJzChmwcA/n0q3Hw4/uXouXe9YutccXVg5ZrJrS\n0zl7/wPW3qshIdRYs0bWUpYCS1ER8UOGkn/oEACBo1+k8vPPq5xKlCQtL43JuyezM2mnbWxgnYG8\n3PxlPAweKiazf8fSjhG1KYpcYy5ajZZ3Or7DfZH3qR1LCFHKDsRlMGvdHxw8n2kbq+ztyn+612Jg\nyzAMd9mjNSvfyOOL93I8ORuAZ9pFMOXBetJtpQzopk6dOlXtELdL6+GBzs+PnK1bseTkoBQW4tWx\ng9qxHJqiKKS8/jo5W7cB4NO3L8ETJ8oPnR1aH7ueUVtGcTrzNGBtrzSn8xwG1RuEQWffRxGq7Y+M\nP4jaFEWOMQcNGqZ3mE7fGn3VjiWEKAPV/Nzp3yKURqG+nEy5wqXcIvKKzGz5I5WfjlwgwMuVWkFe\nd/Q+l1dkYshnBziSaD1W9dHmoUx/qAFarbxnlgWHnFmFq71Xn3raOguo1RKxehXu9eurHcthpS9c\nRNqHHwLg3rQp1Zd9htbVVeVU4kZZhVm8vfdt1sWts431rdGX11q9hq+rtET5J6czTzN0w1AuF1pP\nwpncdjL9a/dXOZUQojyYLQo/Hkni/Y2nSMy83qO1flUfxvW5l061Am+5aC00mUr5RTYAABGzSURB\nVBm+/CA7TqcD0Kd+CB8/0dRuT9NyBg5brIJ1I9C5h/8NRiNu9etbe6/qS28tSkWRvX4DSS+9BICh\nWjUiVq1EHxCgcipxox2JO5iyewpp+dZzsv1c/ZjcdjI9w3uqnMwxxGbFMmT9EC4VWE9he63Vawyq\nO0jlVEKI8lZoMvP1vniit5zh0g09WtvU8Gd8n3tpWr3S3/55k9nCi18fZt3vKQB0rBXIksEtcNVL\na8Cy5JDLAK7R+/ujFBWSf/AQprQ0dH5+smv9NuUfO0biqFFgMqH19CR82We4hIaqHUtclWfMY8b+\nGcw+OJs8Ux4AXUK7sKDnAhoGNlQ5nWNIyE5g6IahpBdYZ0HGNh/L0/WfVjmVEEINeq2WJtUrMahN\nOK56Hb8nZVFktpCYmc/KAwmcSM6mbhVv/D1vvrJosSiM/+4YPx65AEDz8Ep8+kxL3A0ySVbWHHpm\nFa72Xu3XD+P5eLQeHtbeq1WkCe+tMCYnEztgAOa0dNBqCVu0EK+OHdWOJa46dPEQr+98naScJAA8\nDZ6Mbzmeh+55SNYS36ILORd4Zv0zJOcmA/BCkxd4tvGzKqcSQtiLSzmFzN92ls/3nLcdj6rVWNeg\nvtSjNlX93AHrvo43fzrOst1xANSr4sPXI9rg6y77BMqDwxerALm7dxM/dNj1AY0Gz7ZtqP7pp+qF\nsnOW3FziBj1J4R9/ABD8xiT8B8llUbVEbYxiX/I+AFqGtKReQD2WxyxHQbGNTW8/napeVdWM6VAu\n5l7kmfXPkJhjbcMW1TCK0c1Gq5xKCGGPEjPz+PCX03z3ayKWq1WRi15LZS8XLlwu4MZCqUagJ6ue\na0ugl+zrKC9OUawCnOrQEXN6erExfXAwofPnycarP1HMZhJfHE3Oli0AVBo0iJA3JqmcquKK2hjF\n3uS9Jd7nqnPlpWYv8UTdJ9BqZPH+rUrPT2fI+iHEZccBMLjeYMa2GCsz0kKIv3Xq4hVmbzjJpuMX\nS7xfq4Glg1vS9d6gck5WsTlNsXqibj0o4VvRBwdT63/byj+QHbs4610yPvsMAM8OHQhbuEA2pqmo\n0fJGthnUG+m1er7917fU8JWTUG5HZkEmQzcM5czlMwA8VucxJraWNmxCiFt36HwmjyzYXeJ9IT5u\n7J3YvZwTVWwyVVPBZK5aZStUXe6pSbUP5kihaqcquVaSQvU2ZRVmMWLTCFuh+kitR5jQeoIUqkKI\n29I8vBLysmE/nKZY9Wzb5qaxa8sAhFXu3r2kTHsLAJ2/P2ELF6Lz9lY5lWhdpXWJ4y46F05lnirn\nNI4rpyiH5zY9xx8Z1nXYD9Z4kDfavCHLJ4QQd6R9zcCbxkJ83FgyuIUKaSo2p1kGAHCqXXvMGRkA\n6Pz8qL13j8qJ7EdhbCxxAx/Dkp2NxmCg+vLleDRrqnYscVX31d1JzbOeY23QGjBajAC4aF0Y13Ic\nA+oMkNnBv5FnzOO5X57jcOphAHpH9Oadju+g18pVAyHEnWszYzMp2QWAXP5Xk1NNOQS9+qrt94Gj\nRqmYxL6YMjNJeO45LNnW84urzHhbClU7E90tmiCPIII8gljRZwXPN34erUZLkaWI6fum8/K2l8kq\nzFI7pl3KN+XzwpYXbIVq17CuzOw4UwpVIcRdWzK4BSE+bjKjqjKnmlnNP3KEuIGPARC2eBFenTqp\nnEh9SlER8cOGk3fgAACBzz9P5dEvqpxK3IqDKQcZv2O8bca1imcVZnWaRdMg+aBxTaG5kNFbRrP7\ngnUjRIdqHZjbdS4uOheVkwkhhCgtTjWzKopTFIXkN9+0Fao+999H4IsvqJxK3KoWIS349sFv6RLa\nBYDk3GSGrB/C4qOLMVvM6oazA0azkVe2vWIrVNtUacMHXT6QQlUIIZyMFKtOLGPpUrK+/Q4At0aN\nqDJjhqx7dDB+bn581O0jXmv1GgatAbNiJvpwNCM2jbDNuFZEJouJ8TvGsy1xGwDNg5szt+tc3PRu\n6gYTQghR6qRYdVLZmzaR+v4cAPRVqxA272O0bvJG7og0Gg2D6g7iy/u/JMInAoD9Kft59MdH2Z64\nXd1wKjBbzLy+83U2nd8EQKPKjZjXfR4eBg+VkwkhhCgLUqw6ofyYGC6MGw+KgtbDg7AFC9BXrqx2\nLHGX6gbUZWXflfSr2Q+AzMJMRm0exewDszGajSqnKx8WxcKU3VP4OfZnAOoF1GNBjwV4GjxVTiaE\nEKKsSLHqZIwXL5I48nmU/HzQaqk6533c6tRRO5YoJR4GD6Z3mM7MjjPx0FtnElccX8GT654kPjte\n5XRlS1EUpu+dzg9nfwCgdqXaLOqxCB8XH5WTCSGEKEtSrDoRS14eiSOfx5RqXcsYPH4c3l26qBtK\nlIm+Nfqy6sFV1AuoB8DxS8fp/1N/1pxbo3KysqEoCu8eeJfVp1YDUMO3Bot7LsbPzU/lZEIIIcqa\nFKtOQrFYuDB+PAXHjwPg99hAKj39tMqpRFkK9wnni/u+4Ol61n/nPFMeE3ZMYNLOSeQZ81ROV3oU\nReGDXz/gixNfAFDduzpLei0hwD1A5WRCCCHKg1P1WY3tP4CCY8cAcK1blxrff6dyovKT+v4cLn3y\nCQCe7doStmgRGoNB5VSivGxP3M6knZPILMwEIMIngtmdZ3Ov/70qJ7t783+bz4IjCwCo5lWNZX2W\nEeIZonIqIYQQ5cVpZlbjhw61FaoAhSdOcLpzF/JjYlRMVT4uf/e9rVB1qVGDah9+KIVqBdMptBPf\n/OsbWoW0AiAuO44n1j7Blye+xJE/jy45tsRWqAZ7BLOk1xIpVIUQooJxmpnVE3XrQQnfitbbm9Do\nj3CJiEAfHOx0fUZz9+8nfthwMBrR+fkRsWolLtWrqx1LqMRsMbP096XM/20+ZsV6cECXsC681e4t\nh1vfuSJmBbMPzgYg0D2QZX2WEe4TrnIqIYQQ5c3pi9UbaTw8cIkIxzUiEpeICFwiI63/RUSg83K8\n1jdF588TN2Ag5qwsMBgI/+xTPFrI2cUCDqceZvz28STnJgPWWcl3Or5DixDH+P/jv3/8l7f3vQ2A\nv5s/n/b+lJp+NVVOJYQQQg1OU6zGDx1K7u49d/zn9ZUr2wpXaxEbgWtkJIZq1dDo9aUXtJSYs7KI\ne+xximJjAagycyZ+Dz+kciphT7IKs5iyewqb4zcDoNVoea7Rc4xoNAKdVqdyur/2/envmbx7MgC+\nrr4s7bWUOv7Sfk0IISoqpylWAU537oLp4kUA9MHB3LN1C6aUFApjYymKjaMoLo6i2FiKYmMxJif/\n40wsAAYDLmFhVwvZcFyvzcZGRqKrVEmVZQWK0Uh81Ajy9u4FIGDECIJeHlPuOYT9UxSFVSdX8e6B\ndymyFAHQIrgFMzvOtMu1n2vOrWHijokoKHgZvFjSewn1A+qrHUsIIYSKnKpYzY+JIfH5UQCEzp+H\ne/2/fpOzFBRQdD7eWrzGWYvZwqu/WrKzb+n5tD4+1hnYCOtMrEvE1UI2vHqZHW2qKAopU6ZyedUq\nALx79aLahx+g0TrNXjlRBk5mnGTc9nGcyzoHWGcsp7efTpewLuoGu8GGuA2M2z4Oi2LBQ+/B4l6L\naVy5sdqxhBBCqMypitXSoCgK5owM2yxsYWwsRXHnrUVtQgIYb+FYS40GQ5UqxdbEXltWoA8JuavC\n8tKyZaS+MwsAt/r1Cf/ic7Tu7nf8eKLiyDPmMevALL47fb2l26C6g3i5+cu46FxUTAZb47fy8raX\nMSkm3PXuLOixgObBzVXNJIQQwj5IsXobFJMJY2IihXFx1mUFsbG2otaUlnZLj6Fxc8MlPPz6utgb\nNnrpvL1L/DPxQ4eSu2fv1RDWfy59SAgRK1diCA4qjW9NVCDrYtfx5p43yTXmAuCp9yTPZD1EoHWV\n1nzS65NyzbMzaSejt4zGaDHionVhXo95tKnSplwzCCGEsF9SrJYSc05O8XWxcbHWojbuPErerZ0m\npAsIsM3AulxdWnBp8Sfk//Zb8S/UaKg6+118+/Yt9e9DVAwJVxIYv308x9KP3XRfkEcQ0d2ibUe5\nlqW9yXt5YfMLFJoL0Wv1fNT1IzqGdizz5xVCCOE4pFgtY4qiYLp40TYLe+NmL2NSElgsd/S4+uBg\nav1vW+mGFRWK0Wyk2RfNSrwvyCOIzf03l+nzH7p4iJG/jCTflI9eo+f9Lu/TrXq3Mn1OIYQQjsf+\nejI5GY1GgyEkBENICJ5t2xa7z1JYiDE+vvi62KtFrfnyZZUSi4rCoDOgQYNC+X9ePZJ2hOd/eZ58\nUz5ajZaZnWZKoSqEEKJEUqyqSOvqimutWrjWqnXTfabMTIpi40iePJmiM2eK3acPDiZ0/rzyiimc\nWOsqrdmbvLfY2LVlAGXl+KXjjNw0kjxTHho0TG8/nT4Rfcrs+YQQQjg2WQbgAP7cP1Yu/4vS1H11\nd1LzUm23Nz26qcx6sJ7KPMXQDUPJKswCYGrbqTxS+5EyeS4hhBDOQZpzOoDQ+fPQBwfLjKooE9Hd\novF387fd3pawrUye59zlc0RtjLIVqhNbT5RCVQghxD+SmVUhBBbFQs/VPUnNT6Vd1XYs6rmoVB8/\nPjueZ9Y/Q1q+tcXbKy1eYXD9waX6HEIIIZyTzKwKIdBqtLbTrPan7OdK0ZVSe+yknCSGbRxmK1RH\nNx0thaoQQohbJsWqEAKArtW7AmCymNiVtKtUHjMlN4VhG4aRkpsCwLONniWqUVSpPLYQQoiKQYpV\nIQQArUJa4aH3AGBrwta7fry0vDSGbxxOUk4SAEPqD2FUk1F3/bhCCCEqFilWhRAAuOhcaF+tPQA7\nknZgtBjv+LEyCjKI2hjF+ezzAAyqO4gxzceg0WhKJasQQoiKQ4pVIYRN1zDrUoArRVc4dPHQHT1G\nVmEWURujOJt1FoD+tfszvuV4KVSFEELcESlWhRA2nUI7odPoANgaf/tLAa4UXWHEphGcyjwFQL+a\n/ZjUZpIUqkIIIe6YFKtCCBtfV1+aBzcHrOtWb6ezXa4xl5G/jOT4peMA3BdxH2+2exOtRl5mhBBC\n3Dl5FxFCFHNtKUBybrJthvSf5JvyGbV5FEfSjgDQo3oP3u74NjqtrsxyCiGEqBikWBVCFHOt3yrA\nloQt//j1heZCRm8ZbVvj2im0E+92eheD1lBWEYUQQlQgUqwKIYoJ9Q6lVqVawD+vWzWajYzZOoa9\nyXsBaFulLXO6zMGgk0JVCCFE6ZBiVQhxk2tLAU5knLA19P8zo8XIq9tfZUfSDgBaBLdgbre5uOpc\nyy2nEEII5yfFqhDiJt3Cutl+X9IBAWaLmYk7JrI5fjMATSo3YV73ebjr3cstoxBCiIpBilUhxE3q\nBdQjyCMIgG0J24rdZ1EsTN49mfVx6wGoH1Cf+T3m42HwKO+YQgghKgApVoUQN9FoNLalAPtT9nOl\n6AoAiqIwbc80fjz7IwB1KtVhUc9FeLt4q5ZVCCGEc5NiVQhRomvFqsliYlfSLhRF4Z397/Dt6W8B\nqOlbk8W9FuPr6qtmTCGEEE5Or3YAIYR9ahnSEk+DJ7nGXLYkbCHmUgxf/fEVABE+ESzpvQR/N3+V\nUwohhHB2UqwKIUrkonPBVedKrjGXdbHrbOPVvKrxSa9PCHQPVDGdEEKIikKWAQghShS1MYqMgoxi\nY1qNltdavUaIZ4hKqYQQQlQ0UqwKIUq0L3nfTWMWxcJbe99SIY0QQoiKSopVIYQQQghht6RYFUKU\nqHWV1jeNBXkEEd0tWoU0QgghKiqNoiiK2iGEEPap++rupOalAtZCdXP/zSonEkIIUdHIzKoQ4i9F\nd4smyCNIZlSFEEKoRmZWhRBCCCGE3ZKZVSGEEEIIYbekWBVCCCGEEHZLilUhhBBCCGG3pFgVQggh\nhBB2S4pVIYQQQghht6RYFUIIIYQQdkuKVSGEEEIIYbekWBVCCCGEEHZLilUhhBBCCGG3pFgVQggh\nhBB2S4pVIYQQQghht6RYFUIIIYQQdkuKVSGEEEIIYbekWBVCCCGEEHZLilUhhBBCCGG3pFgVQggh\nhBB2S4pVIYQQQghht6RYFUIIIYQQduv/AdiHCX/L8lZRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b4fce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation 9999 best: 60.324768\n",
      "('B5P1', 'B7P2', 'B6P8', 'B2P1', 'B2P8', 'B2P2', 'B3P11', 'B4P7', 'B2P9', 'B4P9', 'B2P7', 'B5P7', 'B5P2', 'B1P8', 'B4P5', 'B4P1', 'B1P9', 'B1P3', 'B4P6', 'B1P12', 'B3P4', 'B1P5', 'B4P11', 'B6P12', 'B1P2', 'B3P1', 'B6P1', 'B7P3', 'B2P3', 'B1P6', 'B5P3', 'B7P1', 'B1P11', 'B1P10', 'B3P5', 'B5P6', 'B3P8', 'B3P7', 'B7P7', 'B5P11', 'B4P10', 'B4P8', 'B5P9', 'B2P10', 'B6P2', 'B1P1', 'B3P3', 'B2P12', 'B5P5', 'B3P9', 'B1P4', 'B3P6', 'B4P3', 'B2P6', 'B2P5', 'B6P5', 'B4P2', 'B6P11', 'B2P4', 'B5P4', 'B7P6', 'B3P10', 'B3P2', 'B4P4', 'B2P11', 'B5P8', 'B1P7', 'B5P10')\n"
     ]
    },
    {
     "data": {
      "image/png": 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H6RuohJNi9RZDqVIEfvstZYZoDbStiYlEDh3Kje/mUkKn9QohdBKdEk3/df35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hWmBefOgfkvjo3T6XCtXw/3Jk1wb9IU92ZNcQkLQ6PVcq5rN1tRe6c/g3t5rNpMFhM9VvcgoyCD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\nEMJuSbEqhBBCCCHslhSrQgghhBDCbv0/Qet1IahPNOkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d0b3750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "run_genetic_algorithm(generations=10000, population_size=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some notes on the methodology for the nerdy folk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several people have pointed out that this method is very likely [overfit](http://en.wikipedia.org/wiki/Overfitting), i.e., that the path is trained so much on the 68 points that it likely wouldn't work well on a new 8th book. While this criticism is possibly true, it also misses the purpose of this project.\n",
    "\n",
    "**The purpose of this project is to find an optimal search path for the first 7 'Where's Waldo?' books only.**\n",
    "\n",
    "If the goal were to produce an optimal search path for any future books, it would become necessary to divide the 68 points into a training and testing set so some form of cross-validation could be performed. However, because the data is already quite sparse (68 points), this would likely prove to be a fruitless endeavor anyway.\n",
    "\n",
    "That said, please feel free to continue working on this data set and discover better methods to find Waldo efficiently. I've provided the data set along with this notebook if you would like to work on it with your own methods.\n",
    "\n",
    "If you find a better solution, please [contact me](http://www.randalolson.com/contact/) so I can take a look."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
